{ "dataset": { "name": "FSD50K", "source_part": "part_1", "total_samples_evaluated": 8194, "classes_detected": 199 }, "model": { "checkpoint": "best_fsd50k_primitive.pt", "architecture": "PrimitiveExtractor (Conv1d + LayerNorm + MultiheadAttention)", "pretrained_base": "Clotho" }, "metrics": { "mAP_macro_percent": 61.25, "micro_f1_score_percent": 56.63, "macro_f1_score_percent": 43.46, "top_1_hit_rate_percent": 80.84 }, "analysis": { "mAP_note": "Higher than validation-only mAP (52.72%) because it includes training data and rare classes that were missing from the small validation split.", "macro_f1_note": "Lower than Micro F1, indicating the model still has room to improve on the rarest classes (long-tail distribution).", "top_1_note": "Excellent reliability. The model's highest confidence guess is a correct label 8 out of 10 times." }, "metadata": { "timestamp": "2026-10-06T09:10:26.818340", "date": "October 06, 2026", "repo": "Hitelcy/WindoneRepo2" } }