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logo_test/test_results/comparison_results/comparison_summary_20260105_100740.txt
2026-01-07 10:22:54 -05:00

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Test Parameters:
Logos: 50, Seed: 42, Threshold: 0.7
Method: multi-ref, Refs/logo: 3, Margin: 0.05
BASELINE (openai/clip-vit-large-patch14):
True Positives (correct matches): 101
False Positives (wrong matches): 104
False Negatives (missed logos): 156
Precision: 0.4927 (49.3%)
Recall: 0.4056 (40.6%)
F1 Score: 0.4449 (44.5%)
FINE-TUNED (models/logo_detection/clip_finetuned):
True Positives (correct matches): 164
False Positives (wrong matches): 414
False Negatives (missed logos): 115
Precision: 0.2837 (28.4%)
Recall: 0.6586 (65.9%)
F1 Score: 0.3966 (39.7%)
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F1 SCORE COMPARISON:
Baseline: 44.5%
Fine-tuned: 39.7%
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Full results saved to: comparison_results/