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logo_test/test_results/comparison_results/baseline_20260105_100740.txt
Rick McEwen 440e8fcdb4 Combine all test results in a single directory
2026-01-07 10:22:54 -05:00

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10:07:45 - INFO - Initializing logo detector with embedding model: openai/clip-vit-large-patch14
10:07:45 - INFO - Initializing DetectLogosDETR on device: cuda:0
10:07:45 - INFO - DETR model: No local model found, will download from HuggingFace: Pravallika6/detr-finetuned-logo-detection_v2
10:07:45 - 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
10:07:47 - INFO - Embedding model: No local model found, will download from HuggingFace: openai/clip-vit-large-patch14
10:07:47 - 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`.
10:07:49 - INFO - DetectLogosDETR initialization complete
10:07:49 - INFO - Loading ground truth from database...
10:07:50 - INFO - Loaded ground truth for 158654 test images
10:07:50 - INFO - Sampling 50 reference logos with 3 refs each...
10:07:50 - INFO - Selected 50 reference logos
10:07:50 - INFO - Computing reference logo embeddings...
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10:08:01 - INFO - Computed 150 embeddings for 50 logos
10:08:01 - INFO - Sampling test images: 5 positive, 20 negative per logo...
10:08:03 - INFO - Selected 1243 unique test images
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Testing: 1%| | 10/1243 [00:06<11:30, 1.79it/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: 1243
CLIP similarity threshold: 0.7
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): 101
False Positives (wrong matches): 104
False Negatives (missed logos): 156
Total expected matches: 249
Scores:
Precision: 0.4927 (49.3%)
Recall: 0.4056 (40.6%)
F1 Score: 0.4449 (44.5%)
Example False Positives (first 5):
- Image: Food/I_Can't_Believe_It's_Not_Butter/34.jpg
Matched: baby bullet (similarity: 0.806)
- Image: Necessities/nongfu_spring-1/30.jpg
Matched: EskinoL (similarity: 0.899)
- Image: Necessities/pigeon/76.jpg
Matched: baby bullet (similarity: 0.710)
- Image: Necessities/HengYuXiang/79.jpg
Matched: yutong-1 (similarity: 0.904)
- Image: Necessities/Ammonite/42.jpg
Matched: timbuk2-1 (similarity: 0.744)
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
============================================================
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