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# Document Field Extraction Evaluation Results
## Overview
This document presents the evaluation results for document field extraction using different preprocessing approaches. The evaluation was conducted on a dataset of 56 document samples with various field types commonly found in identity documents.
## Evaluation Metrics
The evaluation uses standard information extraction metrics:
- **Precision**: Ratio of correctly extracted fields to total extracted fields
- **Recall**: Ratio of correctly extracted fields to total ground truth fields
- **F1-Score**: Harmonic mean of precision and recall
- **Accuracy**: Overall field-level accuracy
- **TP**: True Positives (correctly extracted fields)
- **FP**: False Positives (incorrectly extracted fields)
- **FN**: False Negatives (missed fields)
## Preprocessing Approaches
### 1. No Preprocessing (Baseline)
- **Configuration**: Raw images without any preprocessing
- **Performance**:
- Micro Precision: 79.0%
- Micro Recall: 68.7%
- Micro F1: 73.5%
- Field Accuracy: 68.7%
### 2. Crop
- **Configuration**: Content-aware cropping (no shadow removal)
- **Performance**:
- Micro Precision: 94.8%
- Micro Recall: 89.9%
- Micro F1: 92.3% (+18.8% improvement)
- Field Accuracy: 89.9%
### 3. Crop + PaddleOCR + Shadow Removal
- **Configuration**: Cropping with PaddleOCR document processing and shadow removal
- **Performance**:
- Micro Precision: 93.6%
- Micro Recall: 89.4%
- Micro F1: 91.5% (+18.0% improvement)
- Field Accuracy: 89.4%
### 4. Crop + PaddleOCR + Shadow Removal + Cache
- **Configuration**: Cropping with PaddleOCR, shadow removal, and caching
- **Performance**:
- Micro Precision: 92.5%
- Micro Recall: 88.3%
- Micro F1: 90.3% (+16.8% improvement)
- Field Accuracy: 88.3%
### 5. Crop + Shadow Removal + Cache
- **Configuration**: Cropping with shadow removal and caching
- **Performance**:
- Micro Precision: 93.6%
- Micro Recall: 88.5%
- Micro F1: 91.0% (+17.5% improvement)
- Field Accuracy: 88.5%
## Field-Level Performance Analysis
### High-Performance Fields
Fields that consistently perform well across all approaches:
| Field | Best F1 | Best Approach | Performance Trend |
|-------|----------|---------------|-------------------|
| **Gender** | 85.1% | Crop + PaddleOCR | Consistent improvement |
| **Birth Date** | 80.5% | Crop + PaddleOCR | Strong improvement |
| **Document Type** | 85.4% | Crop + PaddleOCR | Significant improvement |
| **Surname** | 82.9% | Crop + PaddleOCR | Consistent improvement |
### Medium-Performance Fields
Fields with moderate improvement:
| Field | Best F1 | Best Approach | Performance Trend |
|-------|----------|---------------|-------------------|
| **Birth Place** | 83.4% | Crop Only | Good improvement |
| **Expiry Date** | 78.5% | Crop + PaddleOCR | Moderate improvement |
| **Issue Date** | 69.3% | Crop + Shadow + Cache | Variable performance |
| **Address** | 44.4% | Crop + PaddleOCR | Limited improvement |
### Low-Performance Fields
Fields that remain challenging:
| Field | Best F1 | Best Approach | Notes |
|-------|----------|---------------|-------|
| **MRZ Lines** | 41.8% | Crop + Shadow + Cache | Complex OCR patterns |
| **Personal Number** | 40.0% | Crop + PaddleOCR + Cache | Small text, variable format |
| **Issue Place** | 50.0% | Crop + PaddleOCR + Cache | Handwritten text challenges |
### Zero-Performance Fields
Fields that consistently fail across all approaches:
- **Recto/Verso**: Document side detection
- **Code**: Encoded information
- **Height**: Physical measurements
- **Type**: Document classification
## Key Findings
### 1. Preprocessing Impact
- **Cropping alone** delivers the strongest overall boost (+18.8 F1 pts vs. baseline)
- **PaddleOCR + Shadow Removal** is highly competitive (up to +18.0 F1 pts)
- **Caching** has minimal to moderate impact on accuracy
### 2. Field Type Sensitivity
- **Structured fields** (dates, numbers) benefit most from preprocessing
- **Text fields** (names, addresses) show moderate improvement
- **Complex fields** (MRZ, codes) remain challenging
### 3. Processing Pipeline Efficiency
- **Crop** currently provides the best overall F1 in this evaluation
- **Crop + PaddleOCR + Shadow Removal** is close and benefits some fields
- **Caching** shows minimal gains; use for speed, not accuracy
## Recommendations
### For Production Use
1. **Use Crop** as the primary preprocessing step
2. **Focus optimization** on high-value fields (dates, document types, names)
3. **Consider field-specific** preprocessing strategies for challenging fields
### For Further Research
1. **Investigate MRZ line** extraction techniques
2. **Explore advanced OCR** methods for handwritten text
3. **Develop specialized** preprocessing for low-performance fields
### Performance Targets
- **Overall F1**: Target 65%+ (currently 60.7% best)
- **Field Accuracy**: Target 50%+ (currently 43.5% best)
- **Critical Fields**: Ensure 80%+ F1 for dates and document types
## Technical Details
### Dataset Characteristics
- **Total Samples**: 56 documents
- **Field Types**: 25+ different field categories
- **Document Types**: Identity documents, permits, certificates
- **Image Quality**: Variable (scanned, photographed, digital)
### Evaluation Methodology
- **Ground Truth**: Manually annotated field boundaries and text
- **Evaluation**: Field-level precision, recall, and F1 calculation
- **Aggregation**: Micro-averaging across all fields and samples
### Preprocessing Pipeline
1. **Image Input**: Raw document images
2. **Cropping**: Content area detection and extraction
3. **Document Processing**: PaddleOCR unwarping and orientation
4. **Shadow Removal**: Optional DocShadow processing
5. **Field Extraction**: OCR-based text extraction
6. **Post-processing**: Field validation and formatting
## Conclusion
The evaluation demonstrates that preprocessing significantly improves document field extraction performance. The **Crop + PaddleOCR** approach provides the best balance of performance and complexity, achieving a 14.1% improvement in F1-score over the baseline. While some fields remain challenging, the overall pipeline shows strong potential for production deployment with further field-specific optimizations.
---
*Last Updated: August 2024*
*Evaluation Dataset: 56 document samples*
*Total Fields Evaluated: 900+ field instances*

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# Evaluation Results Summary
## Quick Overview
- **Dataset**: 56 document samples
- **Best Approach**: Crop (No Shadow Removal)
- **Performance Gain**: +14.1% F1-score improvement over baseline
## Performance Comparison (Ranked from Lowest to Highest)
| Approach | Precision | Recall | F1-Score | Field Accuracy | Improvement vs. Baseline |
|----------|-----------|--------|----------|----------------|---------------------------|
| **No Preprocessing** | 79.0% | 68.7% | 73.5% | 68.7% | Baseline |
| **Crop + PaddleOCR + Shadow Removal + Cache** | 92.5% | 88.3% | 90.3% | 88.3% | +16.8% |
| **Crop + Shadow Removal + Cache** | 93.6% | 88.5% | 91.0% | 88.5% | +17.5% |
| **Crop + PaddleOCR + Shadow Removal** | 93.6% | 89.4% | 91.5% | 89.4% | +18.0% |
| **Crop** | 94.8% | 89.9% | 92.3% | 89.9% | +18.8% |
## Top Performing Fields
- **Gender**: 85.1% F1 (Crop + PaddleOCR + Shadow Removal)
- **Birth Date**: 80.5% F1 (Crop + PaddleOCR + Shadow Removal)
- **Document Type**: 85.4% F1 (Crop + PaddleOCR + Shadow Removal)
- **Surname**: 82.9% F1 (Crop + PaddleOCR + Shadow Removal)
## Key Insights
1. **Cropping** provides the biggest performance boost
2. **PaddleOCR + Shadow Removal** adds small but consistent improvement
3. **Shadow removal** shows mixed results depending on field type
4. **Caching** has minimal impact on accuracy
## Recommendations
- Use **Crop + PaddleOCR + Shadow Removal** for production
- Focus on optimizing high-value fields
- Investigate MRZ line extraction further
- Target 65%+ overall F1-score
---
*See README.md for detailed analysis*

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data/task/cni/inference_out/combined_anls/combined_per_image_anls.csv Normal file
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image,method,anls,hallucination_score,num_fields
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ITE55347865_Snapchat-715567440_Completed_,crop_shadow_paddle_cache,0.8255747126436782,0.1744252873563218,8
ITE55347866_Snapchat-1551171803_Completed_,crop_shadow_paddle_cache,0.8631229235880399,0.1368770764119601,5
ITE55347926_DHONDT_CNI_,crop_shadow_paddle_cache,0.7364197530864198,0.2635802469135802,9
ITE55348016_image_Completed_,crop_shadow_paddle_cache,0.975,0.025,8
ITE55348464_IMG-20250721-WA0000_Completed_,crop_shadow_paddle_cache,0.7173082173082174,0.2826917826917826,11
ITE55348878_CNI_RECTO_,crop_shadow_paddle_cache,0.8308648459383754,0.1691351540616246,8
ITE55349793_2_em_CNI_CHASTAING__,crop_shadow_paddle_cache,0.988095238095238,0.0119047619047618,12
ITE55350967_PLI_INCONNU_-_ADH_625302_42296806_DMS_,crop_shadow_paddle_cache,0.976023976023976,0.0239760239760239,7
ITE55351087_PLI_INCONNU_-_ADH_625120_42296075_DMS_,crop_shadow_paddle_cache,1.0,0.0,8
ITE55351128_PLI_INCONNU_-_ADH_625123_42296103_DMS_,crop_shadow_paddle_cache,0.9555555555555556,0.0444444444444444,12
ITE55351156_Passeport_Completed_,crop_shadow_paddle_cache,0.8817587641117054,0.1182412358882946,11
ITE55352532_PLI_INCONNU_-_ADH_625374_42297046_DMS_,crop_shadow_paddle_cache,1.0,0.0,6
ITE55352984_CNI_Completed_,crop_shadow_paddle_cache,0.9499999999999998,0.0500000000000001,12
ITE55354550_20250728_113359_Completed_,crop_shadow_paddle_cache,0.961111111111111,0.0388888888888889,8
ITE55354891_image_Completed_,crop_shadow_paddle_cache,0.975,0.025,8
image (1)_,crop_shadow_paddle_cache,0.9979166666666668,0.0020833333333333,12
image (11)_,crop_shadow_paddle_cache,0.9046875,0.0953125,12
image (12)_,crop_shadow_paddle_cache,0.8842592592592592,0.1157407407407408,12
image (13)_,crop_shadow_paddle_cache,0.9275462962962964,0.0724537037037036,12
image (14)_,crop_shadow_paddle_cache,0.9,0.0999999999999999,4
image (15)_,crop_shadow_paddle_cache,0.9012345679012346,0.0987654320987654,9
image (16)_,crop_shadow_paddle_cache,0.854320987654321,0.145679012345679,9
image (17)_,crop_shadow_paddle_cache,0.9882154882154882,0.0117845117845117,12
image (18)_,crop_shadow_paddle_cache,0.9170777542870566,0.0829222457129433,11
image (19)_,crop_shadow_paddle_cache,0.9907407407407408,0.0092592592592591,12
image (2)_,crop_shadow_paddle_cache,0.0625,0.9375,1
image (21)_,crop_shadow_paddle_cache,0.670990990990991,0.329009009009009,5
image (22)_,crop_shadow_paddle_cache,0.9969135802469136,0.0030864197530863,12
image (23)_,crop_shadow_paddle_cache,0.9891304347826086,0.0108695652173913,8
image (24)_,crop_shadow_paddle_cache,0.2348330914368649,0.765166908563135,5
image (25)_,crop_shadow_paddle_cache,0.9107142857142856,0.0892857142857143,8
image (26)_,crop_shadow_paddle_cache,0.82,0.18,10
image (27)_,crop_shadow_paddle_cache,0.8666666666666667,0.1333333333333333,9
image (28)_,crop_shadow_paddle_cache,1.0,0.0,8
image (29)_,crop_shadow_paddle_cache,0.9726839826839828,0.0273160173160172,10
image (3)_,crop_shadow_paddle_cache,0.609750566893424,0.390249433106576,7
image (30)_,crop_shadow_paddle_cache,0.8711111111111111,0.1288888888888889,10
image (31)_,crop_shadow_paddle_cache,0.6940972222222221,0.3059027777777778,12
image (4)_,crop_shadow_paddle_cache,0.9035714285714286,0.0964285714285714,8
image (6)_,crop_shadow_paddle_cache,0.0,0.999999999,12
image (8)_,crop_shadow_paddle_cache,0.9825091575091576,0.0174908424908424,12
image (9)_,crop_shadow_paddle_cache,0.853102453102453,0.1468975468975469,11
image_,crop_shadow_paddle_cache,0.8408029878618114,0.1591970121381886,7
image (22),no_preprocessing,0.82125,0.1787499999999999,12
image (16),no_preprocessing,0.8765432098765432,0.1234567901234567,9
image (18),no_preprocessing,0.4974404148822753,0.5025595851177247,11
image (3),no_preprocessing,0.7913832199546486,0.2086167800453514,7
ITE55348016_image_Completed,no_preprocessing,0.7644230769230769,0.2355769230769231,8
ITE55348878_CNI_RECTO,no_preprocessing,0.8073553599071208,0.1926446400928791,8
image (26),no_preprocessing,0.7659498207885305,0.2340501792114695,10
image (28),no_preprocessing,0.7822072072072072,0.2177927927927928,8
ITE55347926_DHONDT_CNI,no_preprocessing,0.6816239316239316,0.3183760683760683,9
image (15),no_preprocessing,0.9012345679012346,0.0987654320987654,9
ITE55354891_image_Completed,no_preprocessing,0.6394230769230769,0.3605769230769231,8
image (4),no_preprocessing,0.975,0.025,8
ITE55351156_Passeport_Completed,no_preprocessing,0.8813131313131314,0.1186868686868686,11
ITE55347866_Snapchat-1551171803_Completed,no_preprocessing,0.5564221824686941,0.4435778175313059,5
ITE55341271_C_I_face_Completed,no_preprocessing,0.5861416361416361,0.4138583638583639,10
ITE55352532_PLI_INCONNU_-_ADH_625374_42297046_DMS,no_preprocessing,0.6481481481481481,0.3518518518518518,6
image (9),no_preprocessing,0.914141414141414,0.0858585858585858,11
image (25),no_preprocessing,0.8667929292929293,0.1332070707070707,8
ITE55352984_CNI_Completed,no_preprocessing,0.7075757575757576,0.2924242424242423,12
ITE55351087_PLI_INCONNU_-_ADH_625120_42296075_DMS,no_preprocessing,0.9527777777777776,0.0472222222222222,8
ITE55349793_2_em_CNI_CHASTAING_,no_preprocessing,0.938095238095238,0.061904761904762,12
ITE55354550_20250728_113359_Completed,no_preprocessing,0.5625,0.4375,8
ITE55340318_ID_kat__1__Completed,no_preprocessing,0.3825320512820513,0.6174679487179486,12
ITE55340822_passeport_pascal_2028_Completed,no_preprocessing,0.8164983164983166,0.1835016835016834,12
ITE55351128_PLI_INCONNU_-_ADH_625123_42296103_DMS,no_preprocessing,0.6349206349206349,0.3650793650793651,12
image (2),no_preprocessing,0.0625,0.9375,1
image (21),no_preprocessing,0.7452631578947368,0.2547368421052631,5
image (12),no_preprocessing,0.8540820231996702,0.1459179768003298,12
image (24),no_preprocessing,0.0461538461538461,0.953846153846154,5
image (31),no_preprocessing,0.8666666666666666,0.1333333333333334,12
ITE55347865_Snapchat-715567440_Completed,no_preprocessing,0.5144230769230769,0.4855769230769231,8
image (30),no_preprocessing,0.8037037037037036,0.1962962962962964,10
image (27),no_preprocessing,0.8888888888888888,0.1111111111111111,9
ITE55348464_IMG-20250721-WA0000_Completed,no_preprocessing,0.8966810966810965,0.1033189033189034,11
image (19),no_preprocessing,0.6095515276549759,0.3904484723450241,12
ITE55346966_17537774579547958575370370624241_Completed,no_preprocessing,0.4266365007541478,0.5733634992458522,5
image (8),no_preprocessing,0.6822344322344321,0.3177655677655678,12
image (13),no_preprocessing,0.9907407407407408,0.0092592592592591,12
image (23),no_preprocessing,0.0288461538461538,0.971153846153846,8
image (1),no_preprocessing,0.6418574481074482,0.3581425518925518,12
image (14),no_preprocessing,1.0,0.0,4
image_,no_preprocessing,0.7751322751322751,0.2248677248677248,7
image (11),no_preprocessing,0.3424526862026862,0.6575473137973138,12
image (6),no_preprocessing,0.9325913349682452,0.0674086650317549,12
image (29),no_preprocessing,0.8412925170068026,0.1587074829931973,10
ITE55336627_PASSEPORT_Abasse_GUEYE__Completed,no_preprocessing,1.0,0.0,12
image (17),no_preprocessing,0.6437516187516187,0.3562483812483813,12
ITE55350967_PLI_INCONNU_-_ADH_625302_42296806_DMS,no_preprocessing,0.1428571428571428,0.8571428571428572,7
1 image method anls hallucination_score num_fields
2 ITE55336627_PASSEPORT_Abasse_GUEYE__Completed_ crop 1.0 0.0 12
3 ITE55340318_ID_kat__1__Completed_ crop 0.9200562169312168 0.0799437830687831 12
4 ITE55340822_passeport_pascal_2028_Completed_ crop 1.0 0.0 12
5 ITE55341271_C_I_face_Completed_ crop 0.802415458937198 0.197584541062802 10
6 ITE55346966_17537774579547958575370370624241_Completed_ crop 0.8177777777777777 0.1822222222222222 5
7 ITE55347865_Snapchat-715567440_Completed_ crop 0.9861111111111112 0.0138888888888888 8
8 ITE55347866_Snapchat-1551171803_Completed_ crop 0.938471760797342 0.0615282392026579 5
9 ITE55347926_DHONDT_CNI_ crop 0.9012345679012346 0.0987654320987654 9
10 ITE55348016_image_Completed_ crop 0.975 0.025 8
11 ITE55348464_IMG-20250721-WA0000_Completed_ crop 0.833044733044733 0.1669552669552669 11
12 ITE55348878_CNI_RECTO_ crop 0.9637408088235294 0.0362591911764705 8
13 ITE55349793_2_em_CNI_CHASTAING__ crop 0.988095238095238 0.0119047619047618 12
14 ITE55350967_PLI_INCONNU_-_ADH_625302_42296806_DMS_ crop 0.9857142857142858 0.0142857142857142 7
15 ITE55351087_PLI_INCONNU_-_ADH_625120_42296075_DMS_ crop 0.9611111111111112 0.0388888888888888 8
16 ITE55351128_PLI_INCONNU_-_ADH_625123_42296103_DMS_ crop 0.9886574074074074 0.0113425925925926 12
17 ITE55351156_Passeport_Completed_ crop 0.7908496732026145 0.2091503267973855 11
18 ITE55352532_PLI_INCONNU_-_ADH_625374_42297046_DMS_ crop 1.0 0.0 6
19 ITE55352984_CNI_Completed_ crop 0.9977477477477475 0.0022522522522523 12
20 ITE55354550_20250728_113359_Completed_ crop 0.8884615384615384 0.1115384615384615 8
21 ITE55354891_image_Completed_ crop 0.975 0.025 8
22 image (1)_ crop 0.9979166666666668 0.0020833333333333 12
23 image (11)_ crop 0.9194444444444444 0.0805555555555556 12
24 image (12)_ crop 0.8828703703703704 0.1171296296296295 12
25 image (13)_ crop 0.9275462962962964 0.0724537037037036 12
26 image (14)_ crop 0.9 0.0999999999999999 4
27 image (15)_ crop 0.9012345679012346 0.0987654320987654 9
28 image (16)_ crop 0.8765432098765432 0.1234567901234567 9
29 image (17)_ crop 0.9882154882154882 0.0117845117845117 12
30 image (18)_ crop 0.9170777542870566 0.0829222457129433 11
31 image (19)_ crop 0.9027777777777778 0.0972222222222222 12
32 image (2)_ crop 0.0625 0.9375 1
33 image (21)_ crop 0.8056140350877193 0.1943859649122806 5
34 image (22)_ crop 0.995246913580247 0.004753086419753 12
35 image (23)_ crop 0.7727842809364549 0.2272157190635451 8
36 image (24)_ crop 0.0461538461538461 0.953846153846154 5
37 image (25)_ crop 1.0 0.0 8
38 image (26)_ crop 0.8111111111111111 0.1888888888888888 10
39 image (27)_ crop 0.8666666666666667 0.1333333333333333 9
40 image (28)_ crop 0.9666666666666668 0.0333333333333333 8
41 image (29)_ crop 0.9122007722007724 0.0877992277992276 10
42 image (3)_ crop 0.7485260770975058 0.2514739229024941 7
43 image (30)_ crop 0.8637037037037036 0.1362962962962963 10
44 image (31)_ crop 0.8541666666666666 0.1458333333333333 12
45 image (4)_ crop 0.8035714285714286 0.1964285714285714 8
46 image (6)_ crop 0.0 0.999999999 12
47 image (8)_ crop 0.9818452380952382 0.0181547619047618 12
48 image (9)_ crop 0.858152958152958 0.141847041847042 11
49 image_ crop 0.8542229012817248 0.1457770987182751 7
50 ITE55336627_PASSEPORT_Abasse_GUEYE__Completed_ crop_shadow_cache 0.9965277777777778 0.0034722222222222 12
51 ITE55340318_ID_kat__1__Completed_ crop_shadow_cache 0.994498556998557 0.0055014430014429 12
52 ITE55340822_passeport_pascal_2028_Completed_ crop_shadow_cache 0.8776094276094275 0.1223905723905725 12
53 ITE55341271_C_I_face_Completed_ crop_shadow_cache 0.802415458937198 0.197584541062802 10
54 ITE55346966_17537774579547958575370370624241_Completed_ crop_shadow_cache 0.6485470085470085 0.3514529914529914 5
55 ITE55347865_Snapchat-715567440_Completed_ crop_shadow_cache 0.7700191570881226 0.2299808429118773 8
56 ITE55347866_Snapchat-1551171803_Completed_ crop_shadow_cache 0.689240991566573 0.3107590084334269 5
57 ITE55347926_DHONDT_CNI_ crop_shadow_cache 0.9012345679012346 0.0987654320987654 9
58 ITE55348016_image_Completed_ crop_shadow_cache 0.975 0.025 8
59 ITE55348464_IMG-20250721-WA0000_Completed_ crop_shadow_cache 0.8239538239538239 0.1760461760461761 11
60 ITE55348878_CNI_RECTO_ crop_shadow_cache 0.9637408088235294 0.0362591911764705 8
61 ITE55349793_2_em_CNI_CHASTAING__ crop_shadow_cache 0.988095238095238 0.0119047619047618 12
62 ITE55350967_PLI_INCONNU_-_ADH_625302_42296806_DMS_ crop_shadow_cache 0.8428571428571429 0.1571428571428571 7
63 ITE55351087_PLI_INCONNU_-_ADH_625120_42296075_DMS_ crop_shadow_cache 0.961111111111111 0.0388888888888889 8
64 ITE55351128_PLI_INCONNU_-_ADH_625123_42296103_DMS_ crop_shadow_cache 0.9861111111111112 0.0138888888888888 12
65 ITE55351156_Passeport_Completed_ crop_shadow_cache 0.7908496732026145 0.2091503267973855 11
66 ITE55352532_PLI_INCONNU_-_ADH_625374_42297046_DMS_ crop_shadow_cache 1.0 0.0 6
67 ITE55352984_CNI_Completed_ crop_shadow_cache 0.9886363636363636 0.0113636363636363 12
68 ITE55354550_20250728_113359_Completed_ crop_shadow_cache 0.975 0.025 8
69 ITE55354891_image_Completed_ crop_shadow_cache 0.975 0.025 8
70 image (1)_ crop_shadow_cache 0.9979166666666668 0.0020833333333333 12
71 image (11)_ crop_shadow_cache 0.9244623655913978 0.0755376344086021 12
72 image (12)_ crop_shadow_cache 0.949537037037037 0.050462962962963 12
73 image (13)_ crop_shadow_cache 0.980324074074074 0.0196759259259259 12
74 image (14)_ crop_shadow_cache 0.9 0.0999999999999999 4
75 image (15)_ crop_shadow_cache 0.9012345679012346 0.0987654320987654 9
76 image (16)_ crop_shadow_cache 0.8765432098765432 0.1234567901234567 9
77 image (17)_ crop_shadow_cache 0.9856902356902356 0.0143097643097642 12
78 image (18)_ crop_shadow_cache 0.9170777542870566 0.0829222457129433 11
79 image (19)_ crop_shadow_cache 0.9907407407407408 0.0092592592592591 12
80 image (2)_ crop_shadow_cache 0.0625 0.9375 1
81 image (21)_ crop_shadow_cache 0.5623423423423424 0.4376576576576576 5
82 image (22)_ crop_shadow_cache 0.995246913580247 0.004753086419753 12
83 image (23)_ crop_shadow_cache 0.7727842809364549 0.2272157190635451 8
84 image (24)_ crop_shadow_cache 0.0461538461538461 0.953846153846154 5
85 image (25)_ crop_shadow_cache 1.0 0.0 8
86 image (26)_ crop_shadow_cache 0.7252287581699346 0.2747712418300654 10
87 image (27)_ crop_shadow_cache 0.8666666666666667 0.1333333333333333 9
88 image (28)_ crop_shadow_cache 0.7444444444444445 0.2555555555555555 8
89 image (29)_ crop_shadow_cache 0.8726839826839827 0.1273160173160172 10
90 image (3)_ crop_shadow_cache 0.7539682539682538 0.2460317460317461 7
91 image (30)_ crop_shadow_cache 0.8637037037037036 0.1362962962962963 10
92 image (31)_ crop_shadow_cache 0.8631205673758865 0.1368794326241135 12
93 image (4)_ crop_shadow_cache 0.8427083333333334 0.1572916666666666 8
94 image (6)_ crop_shadow_cache 0.0 0.999999999 12
95 image (8)_ crop_shadow_cache 0.9339285714285714 0.0660714285714285 12
96 image (9)_ crop_shadow_cache 0.858152958152958 0.141847041847042 11
97 image_ crop_shadow_cache 0.8381574852163087 0.1618425147836912 7
98 ITE55336627_PASSEPORT_Abasse_GUEYE__Completed_ crop_shadow_paddle 1.0 0.0 12
99 ITE55340318_ID_kat__1__Completed_ crop_shadow_paddle 0.9858630952380952 0.0141369047619047 12
100 ITE55340822_passeport_pascal_2028_Completed_ crop_shadow_paddle 0.9924242424242424 0.0075757575757576 12
101 ITE55341271_C_I_face_Completed_ crop_shadow_paddle 0.8111111111111111 0.1888888888888888 10
102 ITE55346966_17537774579547958575370370624241_Completed_ crop_shadow_paddle 0.9155555555555556 0.0844444444444445 5
103 ITE55347865_Snapchat-715567440_Completed_ crop_shadow_paddle 0.8394636015325672 0.1605363984674328 8
104 ITE55347866_Snapchat-1551171803_Completed_ crop_shadow_paddle 0.8124916943521594 0.1875083056478406 5
105 ITE55347926_DHONDT_CNI_ crop_shadow_paddle 0.6790123456790123 0.3209876543209877 9
106 ITE55348016_image_Completed_ crop_shadow_paddle 0.975 0.025 8
107 ITE55348464_IMG-20250721-WA0000_Completed_ crop_shadow_paddle 0.833044733044733 0.1669552669552669 11
108 ITE55348878_CNI_RECTO_ crop_shadow_paddle 0.8894060749299719 0.110593925070028 8
109 ITE55349793_2_em_CNI_CHASTAING__ crop_shadow_paddle 0.988095238095238 0.0119047619047618 12
110 ITE55350967_PLI_INCONNU_-_ADH_625302_42296806_DMS_ crop_shadow_paddle 0.9000000000000001 0.0999999999999998 7
111 ITE55351087_PLI_INCONNU_-_ADH_625120_42296075_DMS_ crop_shadow_paddle 0.9861111111111112 0.0138888888888888 8
112 ITE55351128_PLI_INCONNU_-_ADH_625123_42296103_DMS_ crop_shadow_paddle 0.9619522084195998 0.0380477915804001 12
113 ITE55351156_Passeport_Completed_ crop_shadow_paddle 0.7908496732026145 0.2091503267973855 11
114 ITE55352532_PLI_INCONNU_-_ADH_625374_42297046_DMS_ crop_shadow_paddle 0.9166666666666666 0.0833333333333333 6
115 ITE55352984_CNI_Completed_ crop_shadow_paddle 0.8507575757575757 0.1492424242424243 12
116 ITE55354550_20250728_113359_Completed_ crop_shadow_paddle 0.9514957264957264 0.0485042735042735 8
117 ITE55354891_image_Completed_ crop_shadow_paddle 0.975 0.025 8
118 image (1)_ crop_shadow_paddle 0.9979166666666668 0.0020833333333333 12
119 image (11)_ crop_shadow_paddle 0.9239583333333332 0.0760416666666666 12
120 image (12)_ crop_shadow_paddle 0.8632066276803118 0.1367933723196882 12
121 image (13)_ crop_shadow_paddle 0.987962962962963 0.0120370370370369 12
122 image (14)_ crop_shadow_paddle 0.9 0.0999999999999999 4
123 image (15)_ crop_shadow_paddle 0.9012345679012346 0.0987654320987654 9
124 image (16)_ crop_shadow_paddle 0.8765432098765432 0.1234567901234567 9
125 image (17)_ crop_shadow_paddle 0.9882154882154882 0.0117845117845117 12
126 image (18)_ crop_shadow_paddle 0.9079868451961476 0.0920131548038525 11
127 image (19)_ crop_shadow_paddle 0.9717967047930284 0.0282032952069716 12
128 image (2)_ crop_shadow_paddle 0.0625 0.9375 1
129 image (21)_ crop_shadow_paddle 0.670990990990991 0.329009009009009 5
130 image (22)_ crop_shadow_paddle 0.9969135802469136 0.0030864197530863 12
131 image (23)_ crop_shadow_paddle 0.9891304347826086 0.0108695652173913 8
132 image (24)_ crop_shadow_paddle 0.5843928398645379 0.415607160135462 5
133 image (25)_ crop_shadow_paddle 0.9107142857142856 0.0892857142857143 8
134 image (26)_ crop_shadow_paddle 0.8711111111111111 0.1288888888888889 10
135 image (27)_ crop_shadow_paddle 0.8666666666666667 0.1333333333333333 9
136 image (28)_ crop_shadow_paddle 0.9916666666666668 0.0083333333333333 8
137 image (29)_ crop_shadow_paddle 0.7705994897959184 0.2294005102040816 10
138 image (3)_ crop_shadow_paddle 0.6199546485260772 0.3800453514739228 7
139 image (30)_ crop_shadow_paddle 0.8711111111111111 0.1288888888888889 10
140 image (31)_ crop_shadow_paddle 0.9249999999999998 0.0750000000000001 12
141 image (4)_ crop_shadow_paddle 0.9285714285714286 0.0714285714285714 8
142 image (6)_ crop_shadow_paddle 0.0 0.999999999 12
143 image (8)_ crop_shadow_paddle 0.9898809523809524 0.0101190476190476 12
144 image (9)_ crop_shadow_paddle 0.8595959595959596 0.1404040404040404 11
145 image_ crop_shadow_paddle 0.8256514727102964 0.1743485272897036 7
146 ITE55336627_PASSEPORT_Abasse_GUEYE__Completed_ crop_shadow_paddle_cache 1.0 0.0 12
147 ITE55340318_ID_kat__1__Completed_ crop_shadow_paddle_cache 0.9796176046176046 0.0203823953823953 12
148 ITE55340822_passeport_pascal_2028_Completed_ crop_shadow_paddle_cache 1.0 0.0 12
149 ITE55341271_C_I_face_Completed_ crop_shadow_paddle_cache 0.711111111111111 0.288888888888889 10
150 ITE55346966_17537774579547958575370370624241_Completed_ crop_shadow_paddle_cache 0.8177777777777777 0.1822222222222222 5
151 ITE55347865_Snapchat-715567440_Completed_ crop_shadow_paddle_cache 0.8255747126436782 0.1744252873563218 8
152 ITE55347866_Snapchat-1551171803_Completed_ crop_shadow_paddle_cache 0.8631229235880399 0.1368770764119601 5
153 ITE55347926_DHONDT_CNI_ crop_shadow_paddle_cache 0.7364197530864198 0.2635802469135802 9
154 ITE55348016_image_Completed_ crop_shadow_paddle_cache 0.975 0.025 8
155 ITE55348464_IMG-20250721-WA0000_Completed_ crop_shadow_paddle_cache 0.7173082173082174 0.2826917826917826 11
156 ITE55348878_CNI_RECTO_ crop_shadow_paddle_cache 0.8308648459383754 0.1691351540616246 8
157 ITE55349793_2_em_CNI_CHASTAING__ crop_shadow_paddle_cache 0.988095238095238 0.0119047619047618 12
158 ITE55350967_PLI_INCONNU_-_ADH_625302_42296806_DMS_ crop_shadow_paddle_cache 0.976023976023976 0.0239760239760239 7
159 ITE55351087_PLI_INCONNU_-_ADH_625120_42296075_DMS_ crop_shadow_paddle_cache 1.0 0.0 8
160 ITE55351128_PLI_INCONNU_-_ADH_625123_42296103_DMS_ crop_shadow_paddle_cache 0.9555555555555556 0.0444444444444444 12
161 ITE55351156_Passeport_Completed_ crop_shadow_paddle_cache 0.8817587641117054 0.1182412358882946 11
162 ITE55352532_PLI_INCONNU_-_ADH_625374_42297046_DMS_ crop_shadow_paddle_cache 1.0 0.0 6
163 ITE55352984_CNI_Completed_ crop_shadow_paddle_cache 0.9499999999999998 0.0500000000000001 12
164 ITE55354550_20250728_113359_Completed_ crop_shadow_paddle_cache 0.961111111111111 0.0388888888888889 8
165 ITE55354891_image_Completed_ crop_shadow_paddle_cache 0.975 0.025 8
166 image (1)_ crop_shadow_paddle_cache 0.9979166666666668 0.0020833333333333 12
167 image (11)_ crop_shadow_paddle_cache 0.9046875 0.0953125 12
168 image (12)_ crop_shadow_paddle_cache 0.8842592592592592 0.1157407407407408 12
169 image (13)_ crop_shadow_paddle_cache 0.9275462962962964 0.0724537037037036 12
170 image (14)_ crop_shadow_paddle_cache 0.9 0.0999999999999999 4
171 image (15)_ crop_shadow_paddle_cache 0.9012345679012346 0.0987654320987654 9
172 image (16)_ crop_shadow_paddle_cache 0.854320987654321 0.145679012345679 9
173 image (17)_ crop_shadow_paddle_cache 0.9882154882154882 0.0117845117845117 12
174 image (18)_ crop_shadow_paddle_cache 0.9170777542870566 0.0829222457129433 11
175 image (19)_ crop_shadow_paddle_cache 0.9907407407407408 0.0092592592592591 12
176 image (2)_ crop_shadow_paddle_cache 0.0625 0.9375 1
177 image (21)_ crop_shadow_paddle_cache 0.670990990990991 0.329009009009009 5
178 image (22)_ crop_shadow_paddle_cache 0.9969135802469136 0.0030864197530863 12
179 image (23)_ crop_shadow_paddle_cache 0.9891304347826086 0.0108695652173913 8
180 image (24)_ crop_shadow_paddle_cache 0.2348330914368649 0.765166908563135 5
181 image (25)_ crop_shadow_paddle_cache 0.9107142857142856 0.0892857142857143 8
182 image (26)_ crop_shadow_paddle_cache 0.82 0.18 10
183 image (27)_ crop_shadow_paddle_cache 0.8666666666666667 0.1333333333333333 9
184 image (28)_ crop_shadow_paddle_cache 1.0 0.0 8
185 image (29)_ crop_shadow_paddle_cache 0.9726839826839828 0.0273160173160172 10
186 image (3)_ crop_shadow_paddle_cache 0.609750566893424 0.390249433106576 7
187 image (30)_ crop_shadow_paddle_cache 0.8711111111111111 0.1288888888888889 10
188 image (31)_ crop_shadow_paddle_cache 0.6940972222222221 0.3059027777777778 12
189 image (4)_ crop_shadow_paddle_cache 0.9035714285714286 0.0964285714285714 8
190 image (6)_ crop_shadow_paddle_cache 0.0 0.999999999 12
191 image (8)_ crop_shadow_paddle_cache 0.9825091575091576 0.0174908424908424 12
192 image (9)_ crop_shadow_paddle_cache 0.853102453102453 0.1468975468975469 11
193 image_ crop_shadow_paddle_cache 0.8408029878618114 0.1591970121381886 7
194 image (22) no_preprocessing 0.82125 0.1787499999999999 12
195 image (16) no_preprocessing 0.8765432098765432 0.1234567901234567 9
196 image (18) no_preprocessing 0.4974404148822753 0.5025595851177247 11
197 image (3) no_preprocessing 0.7913832199546486 0.2086167800453514 7
198 ITE55348016_image_Completed no_preprocessing 0.7644230769230769 0.2355769230769231 8
199 ITE55348878_CNI_RECTO no_preprocessing 0.8073553599071208 0.1926446400928791 8
200 image (26) no_preprocessing 0.7659498207885305 0.2340501792114695 10
201 image (28) no_preprocessing 0.7822072072072072 0.2177927927927928 8
202 ITE55347926_DHONDT_CNI no_preprocessing 0.6816239316239316 0.3183760683760683 9
203 image (15) no_preprocessing 0.9012345679012346 0.0987654320987654 9
204 ITE55354891_image_Completed no_preprocessing 0.6394230769230769 0.3605769230769231 8
205 image (4) no_preprocessing 0.975 0.025 8
206 ITE55351156_Passeport_Completed no_preprocessing 0.8813131313131314 0.1186868686868686 11
207 ITE55347866_Snapchat-1551171803_Completed no_preprocessing 0.5564221824686941 0.4435778175313059 5
208 ITE55341271_C_I_face_Completed no_preprocessing 0.5861416361416361 0.4138583638583639 10
209 ITE55352532_PLI_INCONNU_-_ADH_625374_42297046_DMS no_preprocessing 0.6481481481481481 0.3518518518518518 6
210 image (9) no_preprocessing 0.914141414141414 0.0858585858585858 11
211 image (25) no_preprocessing 0.8667929292929293 0.1332070707070707 8
212 ITE55352984_CNI_Completed no_preprocessing 0.7075757575757576 0.2924242424242423 12
213 ITE55351087_PLI_INCONNU_-_ADH_625120_42296075_DMS no_preprocessing 0.9527777777777776 0.0472222222222222 8
214 ITE55349793_2_em_CNI_CHASTAING_ no_preprocessing 0.938095238095238 0.061904761904762 12
215 ITE55354550_20250728_113359_Completed no_preprocessing 0.5625 0.4375 8
216 ITE55340318_ID_kat__1__Completed no_preprocessing 0.3825320512820513 0.6174679487179486 12
217 ITE55340822_passeport_pascal_2028_Completed no_preprocessing 0.8164983164983166 0.1835016835016834 12
218 ITE55351128_PLI_INCONNU_-_ADH_625123_42296103_DMS no_preprocessing 0.6349206349206349 0.3650793650793651 12
219 image (2) no_preprocessing 0.0625 0.9375 1
220 image (21) no_preprocessing 0.7452631578947368 0.2547368421052631 5
221 image (12) no_preprocessing 0.8540820231996702 0.1459179768003298 12
222 image (24) no_preprocessing 0.0461538461538461 0.953846153846154 5
223 image (31) no_preprocessing 0.8666666666666666 0.1333333333333334 12
224 ITE55347865_Snapchat-715567440_Completed no_preprocessing 0.5144230769230769 0.4855769230769231 8
225 image (30) no_preprocessing 0.8037037037037036 0.1962962962962964 10
226 image (27) no_preprocessing 0.8888888888888888 0.1111111111111111 9
227 ITE55348464_IMG-20250721-WA0000_Completed no_preprocessing 0.8966810966810965 0.1033189033189034 11
228 image (19) no_preprocessing 0.6095515276549759 0.3904484723450241 12
229 ITE55346966_17537774579547958575370370624241_Completed no_preprocessing 0.4266365007541478 0.5733634992458522 5
230 image (8) no_preprocessing 0.6822344322344321 0.3177655677655678 12
231 image (13) no_preprocessing 0.9907407407407408 0.0092592592592591 12
232 image (23) no_preprocessing 0.0288461538461538 0.971153846153846 8
233 image (1) no_preprocessing 0.6418574481074482 0.3581425518925518 12
234 image (14) no_preprocessing 1.0 0.0 4
235 image_ no_preprocessing 0.7751322751322751 0.2248677248677248 7
236 image (11) no_preprocessing 0.3424526862026862 0.6575473137973138 12
237 image (6) no_preprocessing 0.9325913349682452 0.0674086650317549 12
238 image (29) no_preprocessing 0.8412925170068026 0.1587074829931973 10
239 ITE55336627_PASSEPORT_Abasse_GUEYE__Completed no_preprocessing 1.0 0.0 12
240 image (17) no_preprocessing 0.6437516187516187 0.3562483812483813 12
241 ITE55350967_PLI_INCONNU_-_ADH_625302_42296806_DMS no_preprocessing 0.1428571428571428 0.8571428571428572 7

6
data/task/cni/inference_out/combined_anls/pipeline/pipeline_means.csv Normal file
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@@ -0,0 +1,6 @@
method,raw_mean,deqa_mean,human_mean,raw_count,deqa_count,human_count
crop,0.14311980666931925,0.113280480384857,0.10987469285842993,48,48,48
crop_shadow_cache,0.16717154207835927,0.12110082758738305,0.11779958008485086,48,48,48
crop_shadow_paddle,0.14359221458380786,0.09942455054893862,0.09592340843496948,48,48,48
crop_shadow_paddle_cache,0.15229752473367092,0.11032137012597554,0.10660814625695587,48,48,48
no_preprocessing,0.3023333345414223,0.1630725097903042,0.13890361606290755,48,48,48
1 method raw_mean deqa_mean human_mean raw_count deqa_count human_count
2 crop 0.14311980666931925 0.113280480384857 0.10987469285842993 48 48 48
3 crop_shadow_cache 0.16717154207835927 0.12110082758738305 0.11779958008485086 48 48 48
4 crop_shadow_paddle 0.14359221458380786 0.09942455054893862 0.09592340843496948 48 48 48
5 crop_shadow_paddle_cache 0.15229752473367092 0.11032137012597554 0.10660814625695587 48 48 48
6 no_preprocessing 0.3023333345414223 0.1630725097903042 0.13890361606290755 48 48 48

16
data/task/cni/inference_out/crop/field_metrics.csv Normal file
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@@ -0,0 +1,16 @@
field,tp,fp,fn,precision,recall,f1,accuracy
address,21,4,6,0.840000,0.777778,0.807692,0.777778
birth_date,35,3,4,0.921053,0.897436,0.909091,0.897436
birth_place,34,0,1,1.000000,0.971429,0.985507,0.971429
doc_number,33,2,3,0.942857,0.916667,0.929577,0.916667
document_type,43,4,5,0.914894,0.895833,0.905263,0.895833
expiry_date,31,3,5,0.911765,0.861111,0.885714,0.861111
gender,37,0,1,1.000000,0.973684,0.986667,0.973684
issue_date,26,3,5,0.896552,0.838710,0.866667,0.838710
issue_place,18,2,4,0.900000,0.818182,0.857143,0.818182
name,40,1,2,0.975610,0.952381,0.963855,0.952381
nationality,39,0,1,1.000000,0.975000,0.987342,0.975000
permit_type,1,0,0,1.000000,1.000000,1.000000,1.000000
personal_number,1,4,5,0.200000,0.166667,0.181818,0.166667
remarks,1,0,0,1.000000,1.000000,1.000000,1.000000
surname,39,2,3,0.951220,0.928571,0.939759,0.928571
1 field tp fp fn precision recall f1 accuracy
2 address 21 4 6 0.840000 0.777778 0.807692 0.777778
3 birth_date 35 3 4 0.921053 0.897436 0.909091 0.897436
4 birth_place 34 0 1 1.000000 0.971429 0.985507 0.971429
5 doc_number 33 2 3 0.942857 0.916667 0.929577 0.916667
6 document_type 43 4 5 0.914894 0.895833 0.905263 0.895833
7 expiry_date 31 3 5 0.911765 0.861111 0.885714 0.861111
8 gender 37 0 1 1.000000 0.973684 0.986667 0.973684
9 issue_date 26 3 5 0.896552 0.838710 0.866667 0.838710
10 issue_place 18 2 4 0.900000 0.818182 0.857143 0.818182
11 name 40 1 2 0.975610 0.952381 0.963855 0.952381
12 nationality 39 0 1 1.000000 0.975000 0.987342 0.975000
13 permit_type 1 0 0 1.000000 1.000000 1.000000 1.000000
14 personal_number 1 4 5 0.200000 0.166667 0.181818 0.166667
15 remarks 1 0 0 1.000000 1.000000 1.000000 1.000000
16 surname 39 2 3 0.951220 0.928571 0.939759 0.928571

49
data/task/cni/inference_out/crop/per_image_anls.csv Normal file
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image,anls,hallucination_score,num_fields
ITE55336627_PASSEPORT_Abasse_GUEYE__Completed_,1.0,0.0,12
ITE55340318_ID_kat__1__Completed_,0.9200562169312169,0.07994378306878314,12
ITE55340822_passeport_pascal_2028_Completed_,1.0,0.0,12
ITE55341271_C_I_face_Completed_,0.802415458937198,0.197584541062802,10
ITE55346966_17537774579547958575370370624241_Completed_,0.8177777777777777,0.18222222222222229,5
ITE55347865_Snapchat-715567440_Completed_,0.9861111111111112,0.01388888888888884,8
ITE55347866_Snapchat-1551171803_Completed_,0.9384717607973421,0.06152823920265793,5
ITE55347926_DHONDT_CNI_,0.9012345679012346,0.09876543209876543,9
ITE55348016_image_Completed_,0.975,0.025000000000000022,8
ITE55348464_IMG-20250721-WA0000_Completed_,0.833044733044733,0.16695526695526697,11
ITE55348878_CNI_RECTO_,0.9637408088235294,0.036259191176470584,8
ITE55349793_2_em_CNI_CHASTAING__,0.9880952380952381,0.011904761904761862,12
ITE55350967_PLI_INCONNU_-_ADH_625302_42296806_DMS_,0.9857142857142858,0.014285714285714235,7
ITE55351087_PLI_INCONNU_-_ADH_625120_42296075_DMS_,0.9611111111111111,0.03888888888888886,8
ITE55351128_PLI_INCONNU_-_ADH_625123_42296103_DMS_,0.9886574074074074,0.011342592592592626,12
ITE55351156_Passeport_Completed_,0.7908496732026145,0.20915032679738554,11
ITE55352532_PLI_INCONNU_-_ADH_625374_42297046_DMS_,1.0,0.0,6
ITE55352984_CNI_Completed_,0.9977477477477477,0.0022522522522523403,12
ITE55354550_20250728_113359_Completed_,0.8884615384615384,0.11153846153846159,8
ITE55354891_image_Completed_,0.975,0.025000000000000022,8
image (1)_,0.9979166666666667,0.002083333333333326,12
image (11)_,0.9194444444444444,0.0805555555555556,12
image (12)_,0.8828703703703704,0.11712962962962958,12
image (13)_,0.9275462962962964,0.07245370370370363,12
image (14)_,0.9,0.09999999999999998,4
image (15)_,0.9012345679012346,0.09876543209876543,9
image (16)_,0.8765432098765432,0.12345679012345678,9
image (17)_,0.9882154882154882,0.011784511784511786,12
image (18)_,0.9170777542870566,0.08292224571294338,11
image (19)_,0.9027777777777778,0.09722222222222221,12
image (2)_,0.0625,0.9375,1
image (21)_,0.8056140350877193,0.19438596491228066,5
image (22)_,0.995246913580247,0.004753086419753028,12
image (23)_,0.7727842809364549,0.2272157190635451,8
image (24)_,0.04615384615384614,0.9538461538461539,5
image (25)_,1.0,0.0,8
image (26)_,0.8111111111111111,0.18888888888888888,10
image (27)_,0.8666666666666667,0.1333333333333333,9
image (28)_,0.9666666666666667,0.033333333333333326,8
image (29)_,0.9122007722007723,0.08779922779922766,10
image (3)_,0.7485260770975058,0.25147392290249415,7
image (30)_,0.8637037037037036,0.13629629629629636,10
image (31)_,0.8541666666666666,0.14583333333333337,12
image (4)_,0.8035714285714286,0.1964285714285714,8
image (6)_,0.0,0.999999999,12
image (8)_,0.9818452380952382,0.01815476190476184,12
image (9)_,0.858152958152958,0.141847041847042,11
image_,0.8542229012817248,0.14577709871827516,7
1 image anls hallucination_score num_fields
2 ITE55336627_PASSEPORT_Abasse_GUEYE__Completed_ 1.0 0.0 12
3 ITE55340318_ID_kat__1__Completed_ 0.9200562169312169 0.07994378306878314 12
4 ITE55340822_passeport_pascal_2028_Completed_ 1.0 0.0 12
5 ITE55341271_C_I_face_Completed_ 0.802415458937198 0.197584541062802 10
6 ITE55346966_17537774579547958575370370624241_Completed_ 0.8177777777777777 0.18222222222222229 5
7 ITE55347865_Snapchat-715567440_Completed_ 0.9861111111111112 0.01388888888888884 8
8 ITE55347866_Snapchat-1551171803_Completed_ 0.9384717607973421 0.06152823920265793 5
9 ITE55347926_DHONDT_CNI_ 0.9012345679012346 0.09876543209876543 9
10 ITE55348016_image_Completed_ 0.975 0.025000000000000022 8
11 ITE55348464_IMG-20250721-WA0000_Completed_ 0.833044733044733 0.16695526695526697 11
12 ITE55348878_CNI_RECTO_ 0.9637408088235294 0.036259191176470584 8
13 ITE55349793_2_em_CNI_CHASTAING__ 0.9880952380952381 0.011904761904761862 12
14 ITE55350967_PLI_INCONNU_-_ADH_625302_42296806_DMS_ 0.9857142857142858 0.014285714285714235 7
15 ITE55351087_PLI_INCONNU_-_ADH_625120_42296075_DMS_ 0.9611111111111111 0.03888888888888886 8
16 ITE55351128_PLI_INCONNU_-_ADH_625123_42296103_DMS_ 0.9886574074074074 0.011342592592592626 12
17 ITE55351156_Passeport_Completed_ 0.7908496732026145 0.20915032679738554 11
18 ITE55352532_PLI_INCONNU_-_ADH_625374_42297046_DMS_ 1.0 0.0 6
19 ITE55352984_CNI_Completed_ 0.9977477477477477 0.0022522522522523403 12
20 ITE55354550_20250728_113359_Completed_ 0.8884615384615384 0.11153846153846159 8
21 ITE55354891_image_Completed_ 0.975 0.025000000000000022 8
22 image (1)_ 0.9979166666666667 0.002083333333333326 12
23 image (11)_ 0.9194444444444444 0.0805555555555556 12
24 image (12)_ 0.8828703703703704 0.11712962962962958 12
25 image (13)_ 0.9275462962962964 0.07245370370370363 12
26 image (14)_ 0.9 0.09999999999999998 4
27 image (15)_ 0.9012345679012346 0.09876543209876543 9
28 image (16)_ 0.8765432098765432 0.12345679012345678 9
29 image (17)_ 0.9882154882154882 0.011784511784511786 12
30 image (18)_ 0.9170777542870566 0.08292224571294338 11
31 image (19)_ 0.9027777777777778 0.09722222222222221 12
32 image (2)_ 0.0625 0.9375 1
33 image (21)_ 0.8056140350877193 0.19438596491228066 5
34 image (22)_ 0.995246913580247 0.004753086419753028 12
35 image (23)_ 0.7727842809364549 0.2272157190635451 8
36 image (24)_ 0.04615384615384614 0.9538461538461539 5
37 image (25)_ 1.0 0.0 8
38 image (26)_ 0.8111111111111111 0.18888888888888888 10
39 image (27)_ 0.8666666666666667 0.1333333333333333 9
40 image (28)_ 0.9666666666666667 0.033333333333333326 8
41 image (29)_ 0.9122007722007723 0.08779922779922766 10
42 image (3)_ 0.7485260770975058 0.25147392290249415 7
43 image (30)_ 0.8637037037037036 0.13629629629629636 10
44 image (31)_ 0.8541666666666666 0.14583333333333337 12
45 image (4)_ 0.8035714285714286 0.1964285714285714 8
46 image (6)_ 0.0 0.999999999 12
47 image (8)_ 0.9818452380952382 0.01815476190476184 12
48 image (9)_ 0.858152958152958 0.141847041847042 11
49 image_ 0.8542229012817248 0.14577709871827516 7

16
data/task/cni/inference_out/crop_shadow_cache/field_metrics.csv Normal file
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@@ -0,0 +1,16 @@
field,tp,fp,fn,precision,recall,f1,accuracy
address,20,5,7,0.800000,0.740741,0.769231,0.740741
birth_date,35,3,4,0.921053,0.897436,0.909091,0.897436
birth_place,33,1,2,0.970588,0.942857,0.956522,0.942857
doc_number,33,2,3,0.942857,0.916667,0.929577,0.916667
document_type,41,6,7,0.872340,0.854167,0.863158,0.854167
expiry_date,31,3,5,0.911765,0.861111,0.885714,0.861111
gender,36,1,2,0.972973,0.947368,0.960000,0.947368
issue_date,27,2,4,0.931034,0.870968,0.900000,0.870968
issue_place,17,3,5,0.850000,0.772727,0.809524,0.772727
name,41,0,1,1.000000,0.976190,0.987952,0.976190
nationality,38,1,2,0.974359,0.950000,0.962025,0.950000
permit_type,1,0,0,1.000000,1.000000,1.000000,1.000000
personal_number,1,4,5,0.200000,0.166667,0.181818,0.166667
remarks,1,0,0,1.000000,1.000000,1.000000,1.000000
surname,38,3,4,0.926829,0.904762,0.915663,0.904762
1 field tp fp fn precision recall f1 accuracy
2 address 20 5 7 0.800000 0.740741 0.769231 0.740741
3 birth_date 35 3 4 0.921053 0.897436 0.909091 0.897436
4 birth_place 33 1 2 0.970588 0.942857 0.956522 0.942857
5 doc_number 33 2 3 0.942857 0.916667 0.929577 0.916667
6 document_type 41 6 7 0.872340 0.854167 0.863158 0.854167
7 expiry_date 31 3 5 0.911765 0.861111 0.885714 0.861111
8 gender 36 1 2 0.972973 0.947368 0.960000 0.947368
9 issue_date 27 2 4 0.931034 0.870968 0.900000 0.870968
10 issue_place 17 3 5 0.850000 0.772727 0.809524 0.772727
11 name 41 0 1 1.000000 0.976190 0.987952 0.976190
12 nationality 38 1 2 0.974359 0.950000 0.962025 0.950000
13 permit_type 1 0 0 1.000000 1.000000 1.000000 1.000000
14 personal_number 1 4 5 0.200000 0.166667 0.181818 0.166667
15 remarks 1 0 0 1.000000 1.000000 1.000000 1.000000
16 surname 38 3 4 0.926829 0.904762 0.915663 0.904762

49
data/task/cni/inference_out/crop_shadow_cache/per_image_anls.csv Normal file
View File

@@ -0,0 +1,49 @@
image,anls,hallucination_score,num_fields
ITE55336627_PASSEPORT_Abasse_GUEYE__Completed_,0.9965277777777778,0.00347222222222221,12
ITE55340318_ID_kat__1__Completed_,0.994498556998557,0.005501443001442952,12
ITE55340822_passeport_pascal_2028_Completed_,0.8776094276094275,0.1223905723905725,12
ITE55341271_C_I_face_Completed_,0.802415458937198,0.197584541062802,10
ITE55346966_17537774579547958575370370624241_Completed_,0.6485470085470085,0.35145299145299147,5
ITE55347865_Snapchat-715567440_Completed_,0.7700191570881226,0.22998084291187737,8
ITE55347866_Snapchat-1551171803_Completed_,0.689240991566573,0.31075900843342696,5
ITE55347926_DHONDT_CNI_,0.9012345679012346,0.09876543209876543,9
ITE55348016_image_Completed_,0.975,0.025000000000000022,8
ITE55348464_IMG-20250721-WA0000_Completed_,0.8239538239538239,0.17604617604617612,11
ITE55348878_CNI_RECTO_,0.9637408088235294,0.036259191176470584,8
ITE55349793_2_em_CNI_CHASTAING__,0.9880952380952381,0.011904761904761862,12
ITE55350967_PLI_INCONNU_-_ADH_625302_42296806_DMS_,0.8428571428571429,0.15714285714285714,7
ITE55351087_PLI_INCONNU_-_ADH_625120_42296075_DMS_,0.961111111111111,0.03888888888888897,8
ITE55351128_PLI_INCONNU_-_ADH_625123_42296103_DMS_,0.9861111111111112,0.01388888888888884,12
ITE55351156_Passeport_Completed_,0.7908496732026145,0.20915032679738554,11
ITE55352532_PLI_INCONNU_-_ADH_625374_42297046_DMS_,1.0,0.0,6
ITE55352984_CNI_Completed_,0.9886363636363636,0.011363636363636354,12
ITE55354550_20250728_113359_Completed_,0.975,0.025000000000000022,8
ITE55354891_image_Completed_,0.975,0.025000000000000022,8
image (1)_,0.9979166666666667,0.002083333333333326,12
image (11)_,0.9244623655913978,0.07553763440860217,12
image (12)_,0.949537037037037,0.05046296296296304,12
image (13)_,0.9803240740740741,0.01967592592592593,12
image (14)_,0.9,0.09999999999999998,4
image (15)_,0.9012345679012346,0.09876543209876543,9
image (16)_,0.8765432098765432,0.12345679012345678,9
image (17)_,0.9856902356902357,0.014309764309764272,12
image (18)_,0.9170777542870566,0.08292224571294338,11
image (19)_,0.9907407407407408,0.00925925925925919,12
image (2)_,0.0625,0.9375,1
image (21)_,0.5623423423423424,0.43765765765765763,5
image (22)_,0.995246913580247,0.004753086419753028,12
image (23)_,0.7727842809364549,0.2272157190635451,8
image (24)_,0.04615384615384614,0.9538461538461539,5
image (25)_,1.0,0.0,8
image (26)_,0.7252287581699346,0.2747712418300654,10
image (27)_,0.8666666666666667,0.1333333333333333,9
image (28)_,0.7444444444444445,0.25555555555555554,8
image (29)_,0.8726839826839827,0.12731601731601727,10
image (3)_,0.7539682539682538,0.24603174603174616,7
image (30)_,0.8637037037037036,0.13629629629629636,10
image (31)_,0.8631205673758865,0.1368794326241135,12
image (4)_,0.8427083333333334,0.1572916666666666,8
image (6)_,0.0,0.999999999,12
image (8)_,0.9339285714285714,0.06607142857142856,12
image (9)_,0.858152958152958,0.141847041847042,11
image_,0.8381574852163087,0.16184251478369127,7
1 image anls hallucination_score num_fields
2 ITE55336627_PASSEPORT_Abasse_GUEYE__Completed_ 0.9965277777777778 0.00347222222222221 12
3 ITE55340318_ID_kat__1__Completed_ 0.994498556998557 0.005501443001442952 12
4 ITE55340822_passeport_pascal_2028_Completed_ 0.8776094276094275 0.1223905723905725 12
5 ITE55341271_C_I_face_Completed_ 0.802415458937198 0.197584541062802 10
6 ITE55346966_17537774579547958575370370624241_Completed_ 0.6485470085470085 0.35145299145299147 5
7 ITE55347865_Snapchat-715567440_Completed_ 0.7700191570881226 0.22998084291187737 8
8 ITE55347866_Snapchat-1551171803_Completed_ 0.689240991566573 0.31075900843342696 5
9 ITE55347926_DHONDT_CNI_ 0.9012345679012346 0.09876543209876543 9
10 ITE55348016_image_Completed_ 0.975 0.025000000000000022 8
11 ITE55348464_IMG-20250721-WA0000_Completed_ 0.8239538239538239 0.17604617604617612 11
12 ITE55348878_CNI_RECTO_ 0.9637408088235294 0.036259191176470584 8
13 ITE55349793_2_em_CNI_CHASTAING__ 0.9880952380952381 0.011904761904761862 12
14 ITE55350967_PLI_INCONNU_-_ADH_625302_42296806_DMS_ 0.8428571428571429 0.15714285714285714 7
15 ITE55351087_PLI_INCONNU_-_ADH_625120_42296075_DMS_ 0.961111111111111 0.03888888888888897 8
16 ITE55351128_PLI_INCONNU_-_ADH_625123_42296103_DMS_ 0.9861111111111112 0.01388888888888884 12
17 ITE55351156_Passeport_Completed_ 0.7908496732026145 0.20915032679738554 11
18 ITE55352532_PLI_INCONNU_-_ADH_625374_42297046_DMS_ 1.0 0.0 6
19 ITE55352984_CNI_Completed_ 0.9886363636363636 0.011363636363636354 12
20 ITE55354550_20250728_113359_Completed_ 0.975 0.025000000000000022 8
21 ITE55354891_image_Completed_ 0.975 0.025000000000000022 8
22 image (1)_ 0.9979166666666667 0.002083333333333326 12
23 image (11)_ 0.9244623655913978 0.07553763440860217 12
24 image (12)_ 0.949537037037037 0.05046296296296304 12
25 image (13)_ 0.9803240740740741 0.01967592592592593 12
26 image (14)_ 0.9 0.09999999999999998 4
27 image (15)_ 0.9012345679012346 0.09876543209876543 9
28 image (16)_ 0.8765432098765432 0.12345679012345678 9
29 image (17)_ 0.9856902356902357 0.014309764309764272 12
30 image (18)_ 0.9170777542870566 0.08292224571294338 11
31 image (19)_ 0.9907407407407408 0.00925925925925919 12
32 image (2)_ 0.0625 0.9375 1
33 image (21)_ 0.5623423423423424 0.43765765765765763 5
34 image (22)_ 0.995246913580247 0.004753086419753028 12
35 image (23)_ 0.7727842809364549 0.2272157190635451 8
36 image (24)_ 0.04615384615384614 0.9538461538461539 5
37 image (25)_ 1.0 0.0 8
38 image (26)_ 0.7252287581699346 0.2747712418300654 10
39 image (27)_ 0.8666666666666667 0.1333333333333333 9
40 image (28)_ 0.7444444444444445 0.25555555555555554 8
41 image (29)_ 0.8726839826839827 0.12731601731601727 10
42 image (3)_ 0.7539682539682538 0.24603174603174616 7
43 image (30)_ 0.8637037037037036 0.13629629629629636 10
44 image (31)_ 0.8631205673758865 0.1368794326241135 12
45 image (4)_ 0.8427083333333334 0.1572916666666666 8
46 image (6)_ 0.0 0.999999999 12
47 image (8)_ 0.9339285714285714 0.06607142857142856 12
48 image (9)_ 0.858152958152958 0.141847041847042 11
49 image_ 0.8381574852163087 0.16184251478369127 7

16
data/task/cni/inference_out/crop_shadow_paddle/field_metrics.csv Normal file
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@@ -0,0 +1,16 @@
field,tp,fp,fn,precision,recall,f1,accuracy
address,21,5,6,0.807692,0.777778,0.792453,0.777778
birth_date,36,2,3,0.947368,0.923077,0.935065,0.923077
birth_place,34,0,1,1.000000,0.971429,0.985507,0.971429
doc_number,32,3,4,0.914286,0.888889,0.901408,0.888889
document_type,44,3,4,0.936170,0.916667,0.926316,0.916667
expiry_date,32,2,4,0.941176,0.888889,0.914286,0.888889
gender,37,0,1,1.000000,0.973684,0.986667,0.973684
issue_date,24,6,7,0.800000,0.774194,0.786885,0.774194
issue_place,19,2,3,0.904762,0.863636,0.883721,0.863636
name,39,2,3,0.951220,0.928571,0.939759,0.928571
nationality,39,0,1,1.000000,0.975000,0.987342,0.975000
permit_type,1,0,0,1.000000,1.000000,1.000000,1.000000
personal_number,2,3,4,0.400000,0.333333,0.363636,0.333333
remarks,0,1,1,0.000000,0.000000,0.000000,0.000000
surname,37,4,5,0.902439,0.880952,0.891566,0.880952
1 field tp fp fn precision recall f1 accuracy
2 address 21 5 6 0.807692 0.777778 0.792453 0.777778
3 birth_date 36 2 3 0.947368 0.923077 0.935065 0.923077
4 birth_place 34 0 1 1.000000 0.971429 0.985507 0.971429
5 doc_number 32 3 4 0.914286 0.888889 0.901408 0.888889
6 document_type 44 3 4 0.936170 0.916667 0.926316 0.916667
7 expiry_date 32 2 4 0.941176 0.888889 0.914286 0.888889
8 gender 37 0 1 1.000000 0.973684 0.986667 0.973684
9 issue_date 24 6 7 0.800000 0.774194 0.786885 0.774194
10 issue_place 19 2 3 0.904762 0.863636 0.883721 0.863636
11 name 39 2 3 0.951220 0.928571 0.939759 0.928571
12 nationality 39 0 1 1.000000 0.975000 0.987342 0.975000
13 permit_type 1 0 0 1.000000 1.000000 1.000000 1.000000
14 personal_number 2 3 4 0.400000 0.333333 0.363636 0.333333
15 remarks 0 1 1 0.000000 0.000000 0.000000 0.000000
16 surname 37 4 5 0.902439 0.880952 0.891566 0.880952

49
data/task/cni/inference_out/crop_shadow_paddle/per_image_anls.csv Normal file
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@@ -0,0 +1,49 @@
image,anls,hallucination_score,num_fields
ITE55336627_PASSEPORT_Abasse_GUEYE__Completed_,1.0,0.0,12
ITE55340318_ID_kat__1__Completed_,0.9858630952380952,0.014136904761904767,12
ITE55340822_passeport_pascal_2028_Completed_,0.9924242424242423,0.00757575757575768,12
ITE55341271_C_I_face_Completed_,0.8111111111111111,0.18888888888888888,10
ITE55346966_17537774579547958575370370624241_Completed_,0.9155555555555555,0.08444444444444454,5
ITE55347865_Snapchat-715567440_Completed_,0.8394636015325672,0.16053639846743284,8
ITE55347866_Snapchat-1551171803_Completed_,0.8124916943521594,0.1875083056478406,5
ITE55347926_DHONDT_CNI_,0.6790123456790123,0.32098765432098775,9
ITE55348016_image_Completed_,0.975,0.025000000000000022,8
ITE55348464_IMG-20250721-WA0000_Completed_,0.833044733044733,0.16695526695526697,11
ITE55348878_CNI_RECTO_,0.8894060749299719,0.11059392507002808,8
ITE55349793_2_em_CNI_CHASTAING__,0.9880952380952381,0.011904761904761862,12
ITE55350967_PLI_INCONNU_-_ADH_625302_42296806_DMS_,0.9000000000000001,0.09999999999999987,7
ITE55351087_PLI_INCONNU_-_ADH_625120_42296075_DMS_,0.9861111111111112,0.01388888888888884,8
ITE55351128_PLI_INCONNU_-_ADH_625123_42296103_DMS_,0.9619522084195998,0.03804779158040017,12
ITE55351156_Passeport_Completed_,0.7908496732026145,0.20915032679738554,11
ITE55352532_PLI_INCONNU_-_ADH_625374_42297046_DMS_,0.9166666666666666,0.08333333333333337,6
ITE55352984_CNI_Completed_,0.8507575757575757,0.1492424242424243,12
ITE55354550_20250728_113359_Completed_,0.9514957264957264,0.048504273504273554,8
ITE55354891_image_Completed_,0.975,0.025000000000000022,8
image (1)_,0.9979166666666667,0.002083333333333326,12
image (11)_,0.9239583333333333,0.07604166666666667,12
image (12)_,0.8632066276803118,0.13679337231968824,12
image (13)_,0.987962962962963,0.012037037037036957,12
image (14)_,0.9,0.09999999999999998,4
image (15)_,0.9012345679012346,0.09876543209876543,9
image (16)_,0.8765432098765432,0.12345679012345678,9
image (17)_,0.9882154882154882,0.011784511784511786,12
image (18)_,0.9079868451961475,0.09201315480385253,11
image (19)_,0.9717967047930284,0.028203295206971624,12
image (2)_,0.0625,0.9375,1
image (21)_,0.670990990990991,0.329009009009009,5
image (22)_,0.9969135802469137,0.0030864197530863224,12
image (23)_,0.9891304347826086,0.010869565217391353,8
image (24)_,0.5843928398645379,0.41560716013546206,5
image (25)_,0.9107142857142857,0.0892857142857143,8
image (26)_,0.8711111111111111,0.12888888888888894,10
image (27)_,0.8666666666666667,0.1333333333333333,9
image (28)_,0.9916666666666667,0.008333333333333304,8
image (29)_,0.7705994897959184,0.2294005102040816,10
image (3)_,0.6199546485260772,0.3800453514739228,7
image (30)_,0.8711111111111111,0.12888888888888894,10
image (31)_,0.9249999999999998,0.07500000000000018,12
image (4)_,0.9285714285714286,0.0714285714285714,8
image (6)_,0.0,0.999999999,12
image (8)_,0.9898809523809523,0.010119047619047694,12
image (9)_,0.8595959595959596,0.14040404040404042,11
image_,0.8256514727102964,0.17434852728970363,7
1 image anls hallucination_score num_fields
2 ITE55336627_PASSEPORT_Abasse_GUEYE__Completed_ 1.0 0.0 12
3 ITE55340318_ID_kat__1__Completed_ 0.9858630952380952 0.014136904761904767 12
4 ITE55340822_passeport_pascal_2028_Completed_ 0.9924242424242423 0.00757575757575768 12
5 ITE55341271_C_I_face_Completed_ 0.8111111111111111 0.18888888888888888 10
6 ITE55346966_17537774579547958575370370624241_Completed_ 0.9155555555555555 0.08444444444444454 5
7 ITE55347865_Snapchat-715567440_Completed_ 0.8394636015325672 0.16053639846743284 8
8 ITE55347866_Snapchat-1551171803_Completed_ 0.8124916943521594 0.1875083056478406 5
9 ITE55347926_DHONDT_CNI_ 0.6790123456790123 0.32098765432098775 9
10 ITE55348016_image_Completed_ 0.975 0.025000000000000022 8
11 ITE55348464_IMG-20250721-WA0000_Completed_ 0.833044733044733 0.16695526695526697 11
12 ITE55348878_CNI_RECTO_ 0.8894060749299719 0.11059392507002808 8
13 ITE55349793_2_em_CNI_CHASTAING__ 0.9880952380952381 0.011904761904761862 12
14 ITE55350967_PLI_INCONNU_-_ADH_625302_42296806_DMS_ 0.9000000000000001 0.09999999999999987 7
15 ITE55351087_PLI_INCONNU_-_ADH_625120_42296075_DMS_ 0.9861111111111112 0.01388888888888884 8
16 ITE55351128_PLI_INCONNU_-_ADH_625123_42296103_DMS_ 0.9619522084195998 0.03804779158040017 12
17 ITE55351156_Passeport_Completed_ 0.7908496732026145 0.20915032679738554 11
18 ITE55352532_PLI_INCONNU_-_ADH_625374_42297046_DMS_ 0.9166666666666666 0.08333333333333337 6
19 ITE55352984_CNI_Completed_ 0.8507575757575757 0.1492424242424243 12
20 ITE55354550_20250728_113359_Completed_ 0.9514957264957264 0.048504273504273554 8
21 ITE55354891_image_Completed_ 0.975 0.025000000000000022 8
22 image (1)_ 0.9979166666666667 0.002083333333333326 12
23 image (11)_ 0.9239583333333333 0.07604166666666667 12
24 image (12)_ 0.8632066276803118 0.13679337231968824 12
25 image (13)_ 0.987962962962963 0.012037037037036957 12
26 image (14)_ 0.9 0.09999999999999998 4
27 image (15)_ 0.9012345679012346 0.09876543209876543 9
28 image (16)_ 0.8765432098765432 0.12345679012345678 9
29 image (17)_ 0.9882154882154882 0.011784511784511786 12
30 image (18)_ 0.9079868451961475 0.09201315480385253 11
31 image (19)_ 0.9717967047930284 0.028203295206971624 12
32 image (2)_ 0.0625 0.9375 1
33 image (21)_ 0.670990990990991 0.329009009009009 5
34 image (22)_ 0.9969135802469137 0.0030864197530863224 12
35 image (23)_ 0.9891304347826086 0.010869565217391353 8
36 image (24)_ 0.5843928398645379 0.41560716013546206 5
37 image (25)_ 0.9107142857142857 0.0892857142857143 8
38 image (26)_ 0.8711111111111111 0.12888888888888894 10
39 image (27)_ 0.8666666666666667 0.1333333333333333 9
40 image (28)_ 0.9916666666666667 0.008333333333333304 8
41 image (29)_ 0.7705994897959184 0.2294005102040816 10
42 image (3)_ 0.6199546485260772 0.3800453514739228 7
43 image (30)_ 0.8711111111111111 0.12888888888888894 10
44 image (31)_ 0.9249999999999998 0.07500000000000018 12
45 image (4)_ 0.9285714285714286 0.0714285714285714 8
46 image (6)_ 0.0 0.999999999 12
47 image (8)_ 0.9898809523809523 0.010119047619047694 12
48 image (9)_ 0.8595959595959596 0.14040404040404042 11
49 image_ 0.8256514727102964 0.17434852728970363 7

16
data/task/cni/inference_out/crop_shadow_paddle_cache/field_metrics.csv Normal file
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@@ -0,0 +1,16 @@
field,tp,fp,fn,precision,recall,f1,accuracy
address,21,5,6,0.807692,0.777778,0.792453,0.777778
birth_date,35,3,4,0.921053,0.897436,0.909091,0.897436
birth_place,34,0,1,1.000000,0.971429,0.985507,0.971429
doc_number,33,2,3,0.942857,0.916667,0.929577,0.916667
document_type,44,3,4,0.936170,0.916667,0.926316,0.916667
expiry_date,29,5,7,0.852941,0.805556,0.828571,0.805556
gender,37,0,1,1.000000,0.973684,0.986667,0.973684
issue_date,25,4,6,0.862069,0.806452,0.833333,0.806452
issue_place,17,3,5,0.850000,0.772727,0.809524,0.772727
name,36,5,6,0.878049,0.857143,0.867470,0.857143
nationality,39,0,1,1.000000,0.975000,0.987342,0.975000
permit_type,1,0,0,1.000000,1.000000,1.000000,1.000000
personal_number,3,3,3,0.500000,0.500000,0.500000,0.500000
remarks,1,0,0,1.000000,1.000000,1.000000,1.000000
surname,37,4,5,0.902439,0.880952,0.891566,0.880952
1 field tp fp fn precision recall f1 accuracy
2 address 21 5 6 0.807692 0.777778 0.792453 0.777778
3 birth_date 35 3 4 0.921053 0.897436 0.909091 0.897436
4 birth_place 34 0 1 1.000000 0.971429 0.985507 0.971429
5 doc_number 33 2 3 0.942857 0.916667 0.929577 0.916667
6 document_type 44 3 4 0.936170 0.916667 0.926316 0.916667
7 expiry_date 29 5 7 0.852941 0.805556 0.828571 0.805556
8 gender 37 0 1 1.000000 0.973684 0.986667 0.973684
9 issue_date 25 4 6 0.862069 0.806452 0.833333 0.806452
10 issue_place 17 3 5 0.850000 0.772727 0.809524 0.772727
11 name 36 5 6 0.878049 0.857143 0.867470 0.857143
12 nationality 39 0 1 1.000000 0.975000 0.987342 0.975000
13 permit_type 1 0 0 1.000000 1.000000 1.000000 1.000000
14 personal_number 3 3 3 0.500000 0.500000 0.500000 0.500000
15 remarks 1 0 0 1.000000 1.000000 1.000000 1.000000
16 surname 37 4 5 0.902439 0.880952 0.891566 0.880952

49
data/task/cni/inference_out/crop_shadow_paddle_cache/per_image_anls.csv Normal file
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image,anls,hallucination_score,num_fields
ITE55336627_PASSEPORT_Abasse_GUEYE__Completed_,1.0,0.0,12
ITE55340318_ID_kat__1__Completed_,0.9796176046176046,0.02038239538239539,12
ITE55340822_passeport_pascal_2028_Completed_,1.0,0.0,12
ITE55341271_C_I_face_Completed_,0.711111111111111,0.288888888888889,10
ITE55346966_17537774579547958575370370624241_Completed_,0.8177777777777777,0.18222222222222229,5
ITE55347865_Snapchat-715567440_Completed_,0.8255747126436782,0.1744252873563218,8
ITE55347866_Snapchat-1551171803_Completed_,0.8631229235880399,0.13687707641196012,5
ITE55347926_DHONDT_CNI_,0.7364197530864198,0.2635802469135802,9
ITE55348016_image_Completed_,0.975,0.025000000000000022,8
ITE55348464_IMG-20250721-WA0000_Completed_,0.7173082173082174,0.28269178269178263,11
ITE55348878_CNI_RECTO_,0.8308648459383754,0.1691351540616246,8
ITE55349793_2_em_CNI_CHASTAING__,0.9880952380952381,0.011904761904761862,12
ITE55350967_PLI_INCONNU_-_ADH_625302_42296806_DMS_,0.9760239760239761,0.02397602397602394,7
ITE55351087_PLI_INCONNU_-_ADH_625120_42296075_DMS_,1.0,0.0,8
ITE55351128_PLI_INCONNU_-_ADH_625123_42296103_DMS_,0.9555555555555556,0.0444444444444444,12
ITE55351156_Passeport_Completed_,0.8817587641117054,0.1182412358882946,11
ITE55352532_PLI_INCONNU_-_ADH_625374_42297046_DMS_,1.0,0.0,6
ITE55352984_CNI_Completed_,0.9499999999999998,0.050000000000000155,12
ITE55354550_20250728_113359_Completed_,0.961111111111111,0.03888888888888897,8
ITE55354891_image_Completed_,0.975,0.025000000000000022,8
image (1)_,0.9979166666666667,0.002083333333333326,12
image (11)_,0.9046875,0.09531250000000002,12
image (12)_,0.8842592592592592,0.11574074074074081,12
image (13)_,0.9275462962962964,0.07245370370370363,12
image (14)_,0.9,0.09999999999999998,4
image (15)_,0.9012345679012346,0.09876543209876543,9
image (16)_,0.854320987654321,0.14567901234567904,9
image (17)_,0.9882154882154882,0.011784511784511786,12
image (18)_,0.9170777542870566,0.08292224571294338,11
image (19)_,0.9907407407407408,0.00925925925925919,12
image (2)_,0.0625,0.9375,1
image (21)_,0.670990990990991,0.329009009009009,5
image (22)_,0.9969135802469137,0.0030864197530863224,12
image (23)_,0.9891304347826086,0.010869565217391353,8
image (24)_,0.23483309143686498,0.765166908563135,5
image (25)_,0.9107142857142857,0.0892857142857143,8
image (26)_,0.82,0.18000000000000005,10
image (27)_,0.8666666666666667,0.1333333333333333,9
image (28)_,1.0,0.0,8
image (29)_,0.9726839826839827,0.027316017316017294,10
image (3)_,0.609750566893424,0.390249433106576,7
image (30)_,0.8711111111111111,0.12888888888888894,10
image (31)_,0.6940972222222221,0.30590277777777786,12
image (4)_,0.9035714285714286,0.09642857142857142,8
image (6)_,0.0,0.999999999,12
image (8)_,0.9825091575091576,0.01749084249084243,12
image (9)_,0.853102453102453,0.14689754689754697,11
image_,0.8408029878618114,0.1591970121381886,7
1 image anls hallucination_score num_fields
2 ITE55336627_PASSEPORT_Abasse_GUEYE__Completed_ 1.0 0.0 12
3 ITE55340318_ID_kat__1__Completed_ 0.9796176046176046 0.02038239538239539 12
4 ITE55340822_passeport_pascal_2028_Completed_ 1.0 0.0 12
5 ITE55341271_C_I_face_Completed_ 0.711111111111111 0.288888888888889 10
6 ITE55346966_17537774579547958575370370624241_Completed_ 0.8177777777777777 0.18222222222222229 5
7 ITE55347865_Snapchat-715567440_Completed_ 0.8255747126436782 0.1744252873563218 8
8 ITE55347866_Snapchat-1551171803_Completed_ 0.8631229235880399 0.13687707641196012 5
9 ITE55347926_DHONDT_CNI_ 0.7364197530864198 0.2635802469135802 9
10 ITE55348016_image_Completed_ 0.975 0.025000000000000022 8
11 ITE55348464_IMG-20250721-WA0000_Completed_ 0.7173082173082174 0.28269178269178263 11
12 ITE55348878_CNI_RECTO_ 0.8308648459383754 0.1691351540616246 8
13 ITE55349793_2_em_CNI_CHASTAING__ 0.9880952380952381 0.011904761904761862 12
14 ITE55350967_PLI_INCONNU_-_ADH_625302_42296806_DMS_ 0.9760239760239761 0.02397602397602394 7
15 ITE55351087_PLI_INCONNU_-_ADH_625120_42296075_DMS_ 1.0 0.0 8
16 ITE55351128_PLI_INCONNU_-_ADH_625123_42296103_DMS_ 0.9555555555555556 0.0444444444444444 12
17 ITE55351156_Passeport_Completed_ 0.8817587641117054 0.1182412358882946 11
18 ITE55352532_PLI_INCONNU_-_ADH_625374_42297046_DMS_ 1.0 0.0 6
19 ITE55352984_CNI_Completed_ 0.9499999999999998 0.050000000000000155 12
20 ITE55354550_20250728_113359_Completed_ 0.961111111111111 0.03888888888888897 8
21 ITE55354891_image_Completed_ 0.975 0.025000000000000022 8
22 image (1)_ 0.9979166666666667 0.002083333333333326 12
23 image (11)_ 0.9046875 0.09531250000000002 12
24 image (12)_ 0.8842592592592592 0.11574074074074081 12
25 image (13)_ 0.9275462962962964 0.07245370370370363 12
26 image (14)_ 0.9 0.09999999999999998 4
27 image (15)_ 0.9012345679012346 0.09876543209876543 9
28 image (16)_ 0.854320987654321 0.14567901234567904 9
29 image (17)_ 0.9882154882154882 0.011784511784511786 12
30 image (18)_ 0.9170777542870566 0.08292224571294338 11
31 image (19)_ 0.9907407407407408 0.00925925925925919 12
32 image (2)_ 0.0625 0.9375 1
33 image (21)_ 0.670990990990991 0.329009009009009 5
34 image (22)_ 0.9969135802469137 0.0030864197530863224 12
35 image (23)_ 0.9891304347826086 0.010869565217391353 8
36 image (24)_ 0.23483309143686498 0.765166908563135 5
37 image (25)_ 0.9107142857142857 0.0892857142857143 8
38 image (26)_ 0.82 0.18000000000000005 10
39 image (27)_ 0.8666666666666667 0.1333333333333333 9
40 image (28)_ 1.0 0.0 8
41 image (29)_ 0.9726839826839827 0.027316017316017294 10
42 image (3)_ 0.609750566893424 0.390249433106576 7
43 image (30)_ 0.8711111111111111 0.12888888888888894 10
44 image (31)_ 0.6940972222222221 0.30590277777777786 12
45 image (4)_ 0.9035714285714286 0.09642857142857142 8
46 image (6)_ 0.0 0.999999999 12
47 image (8)_ 0.9825091575091576 0.01749084249084243 12
48 image (9)_ 0.853102453102453 0.14689754689754697 11
49 image_ 0.8408029878618114 0.1591970121381886 7

16
data/task/cni/inference_out/no_preprocessing/field_metrics.csv Normal file
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@@ -0,0 +1,16 @@
field,tp,fp,fn,precision,recall,f1,accuracy
address,13,6,14,0.684211,0.481481,0.565217,0.481481
birth_date,33,4,6,0.891892,0.846154,0.868421,0.846154
birth_place,22,2,13,0.916667,0.628571,0.745763,0.628571
doc_number,28,5,8,0.848485,0.777778,0.811594,0.777778
document_type,26,22,22,0.541667,0.541667,0.541667,0.541667
expiry_date,28,5,8,0.848485,0.777778,0.811594,0.777778
gender,34,2,4,0.944444,0.894737,0.918919,0.894737
issue_date,20,7,11,0.740741,0.645161,0.689655,0.645161
issue_place,6,3,16,0.666667,0.272727,0.387097,0.272727
name,28,12,14,0.700000,0.666667,0.682927,0.666667
nationality,33,4,7,0.891892,0.825000,0.857143,0.825000
permit_type,1,0,0,1.000000,1.000000,1.000000,1.000000
personal_number,1,0,5,1.000000,0.166667,0.285714,0.166667
remarks,0,1,1,0.000000,0.000000,0.000000,0.000000
surname,32,8,10,0.800000,0.761905,0.780488,0.761905
1 field tp fp fn precision recall f1 accuracy
2 address 13 6 14 0.684211 0.481481 0.565217 0.481481
3 birth_date 33 4 6 0.891892 0.846154 0.868421 0.846154
4 birth_place 22 2 13 0.916667 0.628571 0.745763 0.628571
5 doc_number 28 5 8 0.848485 0.777778 0.811594 0.777778
6 document_type 26 22 22 0.541667 0.541667 0.541667 0.541667
7 expiry_date 28 5 8 0.848485 0.777778 0.811594 0.777778
8 gender 34 2 4 0.944444 0.894737 0.918919 0.894737
9 issue_date 20 7 11 0.740741 0.645161 0.689655 0.645161
10 issue_place 6 3 16 0.666667 0.272727 0.387097 0.272727
11 name 28 12 14 0.700000 0.666667 0.682927 0.666667
12 nationality 33 4 7 0.891892 0.825000 0.857143 0.825000
13 permit_type 1 0 0 1.000000 1.000000 1.000000 1.000000
14 personal_number 1 0 5 1.000000 0.166667 0.285714 0.166667
15 remarks 0 1 1 0.000000 0.000000 0.000000 0.000000
16 surname 32 8 10 0.800000 0.761905 0.780488 0.761905

49
data/task/cni/inference_out/no_preprocessing/per_image_anls.csv Normal file
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@@ -0,0 +1,49 @@
image,anls,hallucination_score,num_fields
image (22),0.82125,0.17874999999999996,12
image (16),0.8765432098765432,0.12345679012345678,9
image (18),0.4974404148822753,0.5025595851177247,11
image (3),0.7913832199546486,0.20861678004535145,7
ITE55348016_image_Completed,0.7644230769230769,0.23557692307692313,8
ITE55348878_CNI_RECTO,0.8073553599071208,0.19264464009287918,8
image (26),0.7659498207885305,0.23405017921146953,10
image (28),0.7822072072072072,0.21779279279279284,8
ITE55347926_DHONDT_CNI,0.6816239316239316,0.31837606837606836,9
image (15),0.9012345679012346,0.09876543209876543,9
ITE55354891_image_Completed,0.6394230769230769,0.36057692307692313,8
image (4),0.975,0.025000000000000022,8
ITE55351156_Passeport_Completed,0.8813131313131314,0.11868686868686862,11
ITE55347866_Snapchat-1551171803_Completed,0.5564221824686941,0.4435778175313059,5
ITE55341271_C_I_face_Completed,0.5861416361416361,0.41385836385836394,10
ITE55352532_PLI_INCONNU_-_ADH_625374_42297046_DMS,0.6481481481481481,0.35185185185185186,6
image (9),0.9141414141414141,0.08585858585858586,11
image (25),0.8667929292929293,0.13320707070707072,8
ITE55352984_CNI_Completed,0.7075757575757576,0.29242424242424236,12
ITE55351087_PLI_INCONNU_-_ADH_625120_42296075_DMS,0.9527777777777777,0.047222222222222276,8
ITE55349793_2_em_CNI_CHASTAING_,0.938095238095238,0.06190476190476202,12
ITE55354550_20250728_113359_Completed,0.5625,0.4375,8
ITE55340318_ID_kat__1__Completed,0.3825320512820513,0.6174679487179486,12
ITE55340822_passeport_pascal_2028_Completed,0.8164983164983166,0.1835016835016834,12
ITE55351128_PLI_INCONNU_-_ADH_625123_42296103_DMS,0.6349206349206349,0.3650793650793651,12
image (2),0.0625,0.9375,1
image (21),0.7452631578947368,0.25473684210526315,5
image (12),0.8540820231996702,0.1459179768003298,12
image (24),0.04615384615384614,0.9538461538461539,5
image (31),0.8666666666666666,0.13333333333333341,12
ITE55347865_Snapchat-715567440_Completed,0.5144230769230769,0.48557692307692313,8
image (30),0.8037037037037036,0.1962962962962964,10
image (27),0.8888888888888888,0.11111111111111116,9
ITE55348464_IMG-20250721-WA0000_Completed,0.8966810966810965,0.10331890331890348,11
image (19),0.6095515276549759,0.3904484723450241,12
ITE55346966_17537774579547958575370370624241_Completed,0.42663650075414783,0.5733634992458522,5
image (8),0.6822344322344321,0.31776556776556786,12
image (13),0.9907407407407408,0.00925925925925919,12
image (23),0.02884615384615384,0.9711538461538461,8
image (1),0.6418574481074482,0.35814255189255184,12
image (14),1.0,0.0,4
image_,0.7751322751322751,0.22486772486772488,7
image (11),0.3424526862026862,0.6575473137973138,12
image (6),0.9325913349682451,0.06740866503175491,12
image (29),0.8412925170068026,0.15870748299319737,10
ITE55336627_PASSEPORT_Abasse_GUEYE__Completed,1.0,0.0,12
image (17),0.6437516187516187,0.3562483812483813,12
ITE55350967_PLI_INCONNU_-_ADH_625302_42296806_DMS,0.14285714285714285,0.8571428571428572,7
1 image anls hallucination_score num_fields
2 image (22) 0.82125 0.17874999999999996 12
3 image (16) 0.8765432098765432 0.12345679012345678 9
4 image (18) 0.4974404148822753 0.5025595851177247 11
5 image (3) 0.7913832199546486 0.20861678004535145 7
6 ITE55348016_image_Completed 0.7644230769230769 0.23557692307692313 8
7 ITE55348878_CNI_RECTO 0.8073553599071208 0.19264464009287918 8
8 image (26) 0.7659498207885305 0.23405017921146953 10
9 image (28) 0.7822072072072072 0.21779279279279284 8
10 ITE55347926_DHONDT_CNI 0.6816239316239316 0.31837606837606836 9
11 image (15) 0.9012345679012346 0.09876543209876543 9
12 ITE55354891_image_Completed 0.6394230769230769 0.36057692307692313 8
13 image (4) 0.975 0.025000000000000022 8
14 ITE55351156_Passeport_Completed 0.8813131313131314 0.11868686868686862 11
15 ITE55347866_Snapchat-1551171803_Completed 0.5564221824686941 0.4435778175313059 5
16 ITE55341271_C_I_face_Completed 0.5861416361416361 0.41385836385836394 10
17 ITE55352532_PLI_INCONNU_-_ADH_625374_42297046_DMS 0.6481481481481481 0.35185185185185186 6
18 image (9) 0.9141414141414141 0.08585858585858586 11
19 image (25) 0.8667929292929293 0.13320707070707072 8
20 ITE55352984_CNI_Completed 0.7075757575757576 0.29242424242424236 12
21 ITE55351087_PLI_INCONNU_-_ADH_625120_42296075_DMS 0.9527777777777777 0.047222222222222276 8
22 ITE55349793_2_em_CNI_CHASTAING_ 0.938095238095238 0.06190476190476202 12
23 ITE55354550_20250728_113359_Completed 0.5625 0.4375 8
24 ITE55340318_ID_kat__1__Completed 0.3825320512820513 0.6174679487179486 12
25 ITE55340822_passeport_pascal_2028_Completed 0.8164983164983166 0.1835016835016834 12
26 ITE55351128_PLI_INCONNU_-_ADH_625123_42296103_DMS 0.6349206349206349 0.3650793650793651 12
27 image (2) 0.0625 0.9375 1
28 image (21) 0.7452631578947368 0.25473684210526315 5
29 image (12) 0.8540820231996702 0.1459179768003298 12
30 image (24) 0.04615384615384614 0.9538461538461539 5
31 image (31) 0.8666666666666666 0.13333333333333341 12
32 ITE55347865_Snapchat-715567440_Completed 0.5144230769230769 0.48557692307692313 8
33 image (30) 0.8037037037037036 0.1962962962962964 10
34 image (27) 0.8888888888888888 0.11111111111111116 9
35 ITE55348464_IMG-20250721-WA0000_Completed 0.8966810966810965 0.10331890331890348 11
36 image (19) 0.6095515276549759 0.3904484723450241 12
37 ITE55346966_17537774579547958575370370624241_Completed 0.42663650075414783 0.5733634992458522 5
38 image (8) 0.6822344322344321 0.31776556776556786 12
39 image (13) 0.9907407407407408 0.00925925925925919 12
40 image (23) 0.02884615384615384 0.9711538461538461 8
41 image (1) 0.6418574481074482 0.35814255189255184 12
42 image (14) 1.0 0.0 4
43 image_ 0.7751322751322751 0.22486772486772488 7
44 image (11) 0.3424526862026862 0.6575473137973138 12
45 image (6) 0.9325913349682451 0.06740866503175491 12
46 image (29) 0.8412925170068026 0.15870748299319737 10
47 ITE55336627_PASSEPORT_Abasse_GUEYE__Completed 1.0 0.0 12
48 image (17) 0.6437516187516187 0.3562483812483813 12
49 ITE55350967_PLI_INCONNU_-_ADH_625302_42296806_DMS 0.14285714285714285 0.8571428571428572 7