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logo_test/test_results/similarity_analysis/baseline_similarity_20260105_113827.txt
Rick McEwen 440e8fcdb4 Combine all test results in a single directory
2026-01-07 10:22:54 -05:00

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11:38:32 - INFO - Initializing logo detector with embedding model: openai/clip-vit-large-patch14
11:38:32 - INFO - Initializing DetectLogosDETR on device: cuda:0
11:38:32 - INFO - DETR model: No local model found, will download from HuggingFace: Pravallika6/detr-finetuned-logo-detection_v2
11:38:32 - INFO - Loading DETR model: Pravallika6/detr-finetuned-logo-detection_v2
Using a slow image processor as `use_fast` is unset and a slow processor was saved with this model. `use_fast=True` will be the default behavior in v4.52, even if the model was saved with a slow processor. This will result in minor differences in outputs. You'll still be able to use a slow processor with `use_fast=False`.
Device set to use cuda:0
11:38:34 - INFO - Embedding model: No local model found, will download from HuggingFace: openai/clip-vit-large-patch14
11:38:34 - INFO - Loading clip embedding model: openai/clip-vit-large-patch14
Using a slow image processor as `use_fast` is unset and a slow processor was saved with this model. `use_fast=True` will be the default behavior in v4.52, even if the model was saved with a slow processor. This will result in minor differences in outputs. You'll still be able to use a slow processor with `use_fast=False`.
11:38:36 - INFO - DetectLogosDETR initialization complete
11:38:36 - INFO - Loading ground truth from database...
11:38:37 - INFO - Loaded ground truth for 158654 test images
11:38:37 - INFO - Sampling 50 reference logos with 3 refs each...
11:38:37 - INFO - Selected 50 reference logos
11:38:37 - INFO - Computing reference logo embeddings...
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11:38:48 - INFO - Computed 150 embeddings for 50 logos
11:38:48 - INFO - Sampling test images: 5 positive, 20 negative per logo...
11:38:50 - INFO - Selected 1246 unique test images
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Testing: 1%| | 10/1246 [00:06<11:18, 1.82it/s]You seem to be using the pipelines sequentially on GPU. In order to maximize efficiency please use a dataset
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============================================================
LOGO DETECTION TEST RESULTS
============================================================
Configuration:
Reference logos sampled: 50
Refs per logo: 3
Total reference embeddings:150
Positive samples per logo: 5
Negative samples per logo: 20
Test images processed: 1246
CLIP similarity threshold: 0.75
DETR confidence threshold: 0.5
Matching method: multi-ref
Matching margin: 0.05
Min matching refs: 1
Similarity aggregation: mean
Random seed: 42
Metrics:
True Positives (correct matches): 96
False Positives (wrong matches): 99
False Negatives (missed logos): 162
Total expected matches: 249
Scores:
Precision: 0.4923 (49.2%)
Recall: 0.3855 (38.6%)
F1 Score: 0.4324 (43.2%)
Example False Positives (first 5):
- Image: Necessities/vegas_robaina/8.jpg
Matched: EskinoL (similarity: 0.889)
- Image: Transportation/lifan-1/29.jpg
Matched: yutong-1 (similarity: 0.791)
- Image: Others/Carrefour/54.jpg
Matched: baby bullet (similarity: 0.899)
- Image: Electronic/chimei/65.jpg
Matched: yutong-1 (similarity: 0.765)
- Image: Food/Chocolate_Toast_Crunch/106.jpg
Matched: EskinoL (similarity: 0.862)
Reference logos used (50):
- A. Marinelli
- AKOO
- AOKANG
- Avlon
- Braddington Young
- Bubba Gump Shrimp Company
- Caffe Pascucci
- Caribou Coffee
- Carlos Torano
- Carola
- Carolina Herrera
- Colman's
- E-CLOTH
- EskinoL
- Fruit Selection Yogurt
- Georgia Boot
- Gulf Oil
- Hooters
- Hovis
- I Can't Believe It's Not Butter
... and 30 more
============================================================
============================================================
SIMILARITY DISTRIBUTION ANALYSIS
============================================================
TRUE POSITIVE similarities (correct matches) (n=96):
Min: 0.7501
Max: 0.9527
Mean: 0.8537
StdDev: 0.0498
Median: 0.8543
P10: 0.7842
P25: 0.8196
P75: 0.8980
P90: 0.9178
Above threshold (0.75): 96 (100.0%)
Below threshold (0.75): 0 (0.0%)
FALSE POSITIVE similarities (wrong matches) (n=99):
Min: 0.7504
Max: 0.9452
Mean: 0.8463
StdDev: 0.0514
Median: 0.8491
P10: 0.7613
P25: 0.8088
P75: 0.8853
P90: 0.9105
Above threshold (0.75): 99 (100.0%)
Below threshold (0.75): 0 (0.0%)
MISSED LOGO best similarities (false negatives) (n=160):
Min: 0.5634
Max: 0.9844
Mean: 0.8141
StdDev: 0.0836
Median: 0.8309
P10: 0.7039
P25: 0.7749
P75: 0.8747
P90: 0.9055
Above threshold (0.75): 129 (80.6%)
Below threshold (0.75): 31 (19.4%)
ALL similarities to CORRECT logos (per-ref) (n=1734):
Min: 0.3613
Max: 0.9900
Mean: 0.7490
StdDev: 0.1098
Median: 0.7566
P10: 0.6006
P25: 0.6803
P75: 0.8317
P90: 0.8811
Above threshold (0.75): 915 (52.8%)
Below threshold (0.75): 819 (47.2%)
ALL similarities to WRONG logos (per-ref) (n=411966):
Min: 0.0645
Max: 0.9618
Mean: 0.6566
StdDev: 0.1142
Median: 0.6641
P10: 0.5023
P25: 0.5767
P75: 0.7439
P90: 0.8015
Above threshold (0.75): 95737 (23.2%)
Below threshold (0.75): 316229 (76.8%)
----------------------------------------
OVERLAP ANALYSIS:
True Positives range: [0.7501, 0.9527]
False Positives range: [0.7504, 0.9452]
OVERLAP REGION: [0.7504, 0.9452]
TPs in overlap: 94 (97.9%)
FPs in overlap: 99 (100.0%)
SUGGESTED OPTIMAL THRESHOLD: 0.7560
(would give F1 = 0.6714 on this data)
----------------------------------------
SAMPLE DETECTION DETAILS (first 20 of 2758):
[1] Image: Food/CHIVAS_REGAL/38.jpg
Expected: (none)
DETR score: 0.936
Top 5 matches:
0.5364 Hovis
0.5113 Marvis
0.4912 Maggi
0.4882 Avlon
0.4784 arrinera
[2] Image: Necessities/vegas_robaina/8.jpg
Expected: (none)
DETR score: 0.976
Top 5 matches:
0.7999 montesierpe
0.7979 EskinoL
0.7938 baby bullet
0.7904 surly bikes
0.7890 montane
[3] Image: Necessities/vegas_robaina/8.jpg
Expected: (none)
DETR score: 0.704
Top 5 matches:
0.8886 EskinoL
0.8360 jetbeam
0.8307 Braddington Young
0.8257 montesierpe
0.8182 montane
[4] Image: Necessities/vegas_robaina/8.jpg
Expected: (none)
DETR score: 0.541
Top 5 matches:
0.8015 jetbeam
0.7947 surly bikes
0.7947 EskinoL
0.7871 timbuk2-1
0.7844 montane
[5] Image: Clothes/Kookai/68.jpg
Expected: (none)
DETR score: 0.594
Top 5 matches:
0.7008 KooGa
0.6695 AOKANG
0.6634 E-CLOTH
0.6618 montane
0.6526 timbuk2-1
[6] Image: Clothes/Kookai/68.jpg
Expected: (none)
DETR score: 0.542
Top 5 matches:
0.8319 baby bullet
0.8205 EskinoL
0.8067 montesierpe
0.8064 Braddington Young
0.8043 montane
[7] Image: Clothes/Kookai/68.jpg
Expected: (none)
DETR score: 0.511
Top 5 matches:
0.8199 AOKANG
0.7918 montane
0.7918 taobao.com
0.7899 ITS-1
0.7818 timbuk2-1
[8] Image: Clothes/Kookai/68.jpg
Expected: (none)
DETR score: 0.507
Top 5 matches:
0.8468 montane
0.8362 Braddington Young
0.8296 timbuk2-1
0.8191 taobao.com
0.8176 arrinera
[9] Image: Leisure/Krusty-O's/34.jpg
Expected: (none)
DETR score: 0.884
Top 5 matches:
0.7353 jetbeam
0.7283 montesierpe
0.7033 Fruit Selection Yogurt
0.7025 ITS-1
0.7008 Braddington Young
[10] Image: Leisure/Krusty-O's/34.jpg
Expected: (none)
DETR score: 0.879
Top 5 matches:
0.7785 baby bullet
0.7460 jetbeam
0.7376 montesierpe
0.7138 Hooters
0.7105 timbuk2-1
[11] Image: Leisure/Krusty-O's/34.jpg
Expected: (none)
DETR score: 0.611
Top 5 matches:
0.8330 jetbeam
0.8244 timbuk2-1
0.8153 surly bikes
0.8142 montesierpe
0.8135 EskinoL
[12] Image: Transportation/lifan-1/29.jpg
Expected: ['lifan-1']
DETR score: 0.917
Top 5 matches:
0.8509 lifan-1 <-- CORRECT
0.7905 gree-3
0.7766 yutong-1
0.7689 ITS-1
0.7393 taobao.com
[13] Image: Transportation/lifan-1/29.jpg
Expected: ['lifan-1']
DETR score: 0.870
Top 5 matches:
0.7910 yutong-1
0.7126 taobao.com
0.6943 gree-3
0.6563 ITS-1
0.6464 lifan-1 <-- CORRECT
[14] Image: Food/A._Marinelli/39.jpg
Expected: ['A. Marinelli']
DETR score: 0.847
Top 5 matches:
0.7326 ITS-1
0.7276 arrinera
0.7206 gree-3
0.7204 Kieninger
0.7178 Carola
[15] Image: Food/A._Marinelli/39.jpg
Expected: ['A. Marinelli']
DETR score: 0.750
Top 5 matches:
0.5583 A. Marinelli <-- CORRECT
0.5294 marklin
0.5010 Carola
0.4978 Kieninger
0.4825 E-CLOTH
[16] Image: Others/Elsa/1.jpg
Expected: (none)
DETR score: 0.854
Top 5 matches:
0.8056 timbuk2-1
0.7969 montane
0.7960 gree-3
0.7887 ITS-1
0.7810 surly bikes
[17] Image: Others/Elsa/1.jpg
Expected: (none)
DETR score: 0.850
Top 5 matches:
0.5666 ITS-1
0.5600 lifan-1
0.5365 oso
0.5330 gree-3
0.5233 yutong-1
[18] Image: Others/Elsa/1.jpg
Expected: (none)
DETR score: 0.706
Top 5 matches:
0.8034 ITS-1
0.7815 timbuk2-1
0.7702 yutong-1
0.7701 gree-3
0.7456 taobao.com
[19] Image: Clothes/habixiong/15.jpg
Expected: (none)
DETR score: 0.836
Top 5 matches:
0.7970 timbuk2-1
0.7855 jetbeam
0.7852 montane
0.7832 Braddington Young
0.7824 taobao.com
[20] Image: Clothes/habixiong/15.jpg
Expected: (none)
DETR score: 0.609
Top 5 matches:
0.7346 timbuk2-1
0.7311 surly bikes
0.7207 jetbeam
0.7129 montane
0.7020 gree-3
============================================================
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