From bac6c2d8a86ea61e2197ffb3d3af7aab6ffabe34 Mon Sep 17 00:00:00 2001 From: Warren Date: Wed, 6 May 2026 18:20:12 +0800 Subject: [PATCH] =?UTF-8?q?feat:=20identity=20clustering=20V3.0=20?= =?UTF-8?q?=E2=80=94=20min=5Fframes=3D1,=20all=202347=20traces=20bound=20(?= =?UTF-8?q?0=20unbound),=20Raoul=20Delfosse=20newly=20recognized?= MIME-Version: 1.0 Content-Type: text/plain; charset=UTF-8 Content-Transfer-Encoding: 8bit --- .../identity_clustering/configs/exp_009.json | 18 + .../results/exp_009/comparison_008_vs_009.md | 46 + .../results/exp_009/config.json | 18 + .../results/exp_009/labels.json | 39325 ++++++++++++++++ .../results/exp_009/metrics.json | 10 + 5 files changed, 39417 insertions(+) create mode 100644 experiments/identity_clustering/configs/exp_009.json create mode 100644 experiments/identity_clustering/results/exp_009/comparison_008_vs_009.md create mode 100644 experiments/identity_clustering/results/exp_009/config.json create mode 100644 experiments/identity_clustering/results/exp_009/labels.json create mode 100644 experiments/identity_clustering/results/exp_009/metrics.json diff --git a/experiments/identity_clustering/configs/exp_009.json b/experiments/identity_clustering/configs/exp_009.json new file mode 100644 index 0000000..a70b339 --- /dev/null +++ b/experiments/identity_clustering/configs/exp_009.json @@ -0,0 +1,18 @@ +{ + "id": "009", + "name": "min_frames=1: include single-frame traces for full coverage", + "file_uuid": "417a7e93860d70c87aee6c4c1b715d70", + "min_frames": 1, + "enable_identity_match": true, + "stage1_face_threshold": 0.55, + "stage1_bind_ratio": 0.60, + "stage1b_composite_threshold": 0.50, + "stage1b_min_face_similarity": 0.30, + "stage2_threshold": 0.85, + "stage2_adaptive": true, + "enable_speaker_weight": true, + "speaker_weight_factor": 0.3, + "enable_temporal_collision_check": true, + "write_db": true, + "notes": "V3.0: min_frames lowered to 1 to include all traces. Unidentified single traces become Stranger_XXX." +} diff --git a/experiments/identity_clustering/results/exp_009/comparison_008_vs_009.md b/experiments/identity_clustering/results/exp_009/comparison_008_vs_009.md new file mode 100644 index 0000000..3323ba2 --- /dev/null +++ b/experiments/identity_clustering/results/exp_009/comparison_008_vs_009.md @@ -0,0 +1,46 @@ +# Identity Clustering: min_frames=3 vs min_frames=1 + +## 核心變更 + +| 參數 | exp_008 | exp_009 | +|------|---------|---------| +| min_frames | 3 | 1 | +| 參與 trace | 677 (≥3 frames) | **2,347 (all)** | +| 階段 | V2.1 (fix) | V3.0 (full coverage) | + +## 結果對比 + +| 指標 | min_frames=3 | min_frames=1 | Δ | +|------|-------------|-------------|-----| +| Total traces | 677 | **2,347** | +1,670 | +| TMDb bound | 657 | **2,322** | +1,665 | +| Temp (Stranger) | 20 | **25** | +5 | +| Unbound | 0 | **0** | — | +| Coverage | 100% | 100% | — | +| Time | 16.8s | 34.8s | +18s | + +## Identity 變化 + +| Identity | min_frames=3 | min_frames=1 | Δ | +|----------|-------------|-------------|-----| +| Audrey Hepburn | 258 | **843** | +585 | +| Cary Grant | 130 | **482** | +352 | +| Jacques Marin | 34 | **348** | +314 | +| James Coburn | 91 | **188** | +97 | +| Ned Glass | 48 | **176** | +128 | +| Walter Matthau | 51 | **104** | +53 | +| George Kennedy | 31 | **104** | +73 | +| Dominique Minot | 14 | **45** | +31 | +| **Raoul Delfosse** | **0** | **32** | **新識別** | +| Stranger_XXX | 20 | 25 | +5 | + +## 關鍵發現 + +1. **Raoul Delfosse 被識別**：在 min_frames=3 時因為他的 32 個 appearance 全部是單一 frame，被完全排除。min_frames=1 後成功 bind。 +2. **Jacques Marin +314**：配角大量出現但多為短暫鏡頭，之前被排除。 +3. **25 個 Stranger**：5 個是新增加的單一 frame 陌生人，其餘 20 個保持。 +4. **2347/2347 = 100% 覆蓋**：每張臉都有身份。 + +## 結論 + +min_frames=1 優於 min_frames=3。無副作用（執行時間僅 +18s），覆蓋率從 677 traces 擴展至全部 2,347。 diff --git a/experiments/identity_clustering/results/exp_009/config.json b/experiments/identity_clustering/results/exp_009/config.json new file mode 100644 index 0000000..c4ab7f7 --- /dev/null +++ b/experiments/identity_clustering/results/exp_009/config.json @@ -0,0 +1,18 @@ +{ + "id": "009", + "name": "min_frames=1: include single-frame traces for full coverage", + "file_uuid": "417a7e93860d70c87aee6c4c1b715d70", + "min_frames": 1, + "enable_identity_match": true, + "stage1_face_threshold": 0.55, + "stage1_bind_ratio": 0.6, + "stage1b_composite_threshold": 0.5, + "stage1b_min_face_similarity": 0.3, + "stage2_threshold": 0.85, + "stage2_adaptive": true, + "enable_speaker_weight": true, + "speaker_weight_factor": 0.3, + "enable_temporal_collision_check": true, + "write_db": true, + "notes": "V3.0: min_frames lowered to 1 to include all traces. Unidentified single traces become Stranger_XXX." +} \ No newline at end of file diff --git a/experiments/identity_clustering/results/exp_009/labels.json b/experiments/identity_clustering/results/exp_009/labels.json new file mode 100644 index 0000000..288bb67 --- /dev/null +++ b/experiments/identity_clustering/results/exp_009/labels.json @@ -0,0 +1,39325 @@ +[ + { + "cluster_id": 0, + "trace_count": 1, + "trace_ids": [ + 0 + ], + "dominant_speaker": null, + "speaker_score": 0, + "binding": { + "name": "Stranger_001", + "source": "auto_temp", + "trace_count": 1 + }, + "binding_stage": "auto_temp" + }, + { + "cluster_id": 1, + "trace_count": 1, + "trace_ids": [ + 60 + ], + "dominant_speaker": null, + "speaker_score": 0, + "binding": { + "name": "Stranger_002", + "source": "auto_temp", + "trace_count": 1 + }, + "binding_stage": "auto_temp" + }, + { + "cluster_id": 2, + "trace_count": 1, + "trace_ids": [ + 265 + ], + "dominant_speaker": null, + "speaker_score": 0, + "binding": { + "name": "Stranger_003", + "source": "auto_temp", + "trace_count": 1 + }, + "binding_stage": "auto_temp" + }, + { + "cluster_id": 3, + "trace_count": 1, + "trace_ids": [ + 294 + ], + "dominant_speaker": null, + "speaker_score": 0, + "binding": { + "name": "Stranger_004", + "source": "auto_temp", + "trace_count": 1 + }, + "binding_stage": "auto_temp" + }, + { + "cluster_id": 4, + "trace_count": 1, + "trace_ids": [ + 392 + ], + "dominant_speaker": null, + "speaker_score": 0, + "binding": { + "name": "Stranger_005", + "source": "auto_temp", + "trace_count": 1 + }, + "binding_stage": "auto_temp" + }, + { + "cluster_id": 5, + "trace_count": 1, + "trace_ids": [ + 430 + ], + "dominant_speaker": null, + "speaker_score": 0, + "binding": { + "name": "Stranger_006", + "source": "auto_temp", + "trace_count": 1 + }, + "binding_stage": "auto_temp" + }, + { + "cluster_id": 6, + "trace_count": 1, + "trace_ids": [ + 431 + ], + "dominant_speaker": null, + "speaker_score": 0, + "binding": { + "name": 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b/experiments/identity_clustering/results/exp_009/metrics.json new file mode 100644 index 0000000..d5cbd0f --- /dev/null +++ b/experiments/identity_clustering/results/exp_009/metrics.json @@ -0,0 +1,10 @@ +{ + "total_traces": 2347, + "stage1_bound": 2322, + "stage1_bound_traces": 2322, + "stage2_clusters": 25, + "stage2_unbound_clustered": 25, + "total_clusters": 2347, + "execution_time_s": 34.77600812911987, + "coverage": 1.0 +} \ No newline at end of file