Cricket bat-gated pose-library — 17 / 18 / 19 关节并行对比

Stage 0 bat-event gate → Stage 1 subjectness 选人 → Stage 2 库匹配。 gate 与选人三变体共享，只替换 Stage-2 库：17 纯人体 · 18 +bat中心(best.pt 检测器) · 19 +handle/tip 角度(训练的 bat-kp 模型)。 测试集 = Video Set 1 (7 非板球, gate 应拒) + batting (3 板球)。 匹配库暂时只含 batting 模板(47 个 exemplar，已去掉 bowling/fielding)，所以结果只会是击球姿态。 每段视频画实时分数曲线(gate_prob + sim17/18/19 over time)，下面三列分别是各变体 Top-3 peak(渲染帧→最近模板)。 帧上绿色粗框 = 匹配中的那个人(pose)，叠加身体骨架 + ●bat中心 + ●握把→●棒尖；其他人灰细框。
Video Set 1 (7 videos)

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dur 39.9s · gate yolo (stride 0.3s, thr 0.5) → 1 bat-event peaks / 125 samples · gate max 1.00 · gallery batting_only (47 ex.) · reject_thr 17/18/19 = 0.284/0.308/0.318
— gate_prob (dashed) — sim 17 — sim 18 — sim 19 ··· thr 0.5 ▶ 播放视频，红线随时间在曲线上移动 · 点曲线或某个 peak 帧可跳转
0.00.20.50.81.00s4s8s12s16s20s24s28s32s36s

17 body-onlytop sim 0.901

#1 t=1.3s · sim 0.901 · gate 0.94 · bat n/a (17)
→
batting d=0.110 ↔
#2 t=1.6s · sim 0.876 · gate 1.00 · bat n/a (17)
→
batting d=0.141 ↔
#3 t=1.9s · sim 0.871 · gate 0.92 · bat n/a (17)
→
batting d=0.148

18 +bat centertop sim 0.888

#1 t=1.3s · sim 0.888 · gate 0.94 · bat ✓
→
batting d=0.126 ↔
#2 t=1.6s · sim 0.873 · gate 1.00 · bat ✓
→
batting d=0.146 ↔
#3 t=1.9s · sim 0.844 · gate 0.92 · bat ✓
→
batting d=0.185

19 +handle/tip (angle)top sim 0.873

#1 t=1.3s · sim 0.873 · gate 0.94 · bat ✓
→
batting d=0.146 ↔
#2 t=1.6s · sim 0.859 · gate 1.00 · bat ✓
→
batting d=0.164 ↔
#3 t=1.9s · sim 0.822 · gate 0.92 · bat ✓
→
batting d=0.217 ↔

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dur 30.0s · gate yolo (stride 0.3s, thr 0.5) → 1 bat-event peaks / 101 samples · gate max 0.89 · gallery batting_only (47 ex.) · reject_thr 17/18/19 = 0.284/0.308/0.318
— gate_prob (dashed) — sim 17 — sim 18 — sim 19 ··· thr 0.5 ▶ 播放视频，红线随时间在曲线上移动 · 点曲线或某个 peak 帧可跳转
0.00.20.50.81.00s3s6s9s12s15s18s21s24s27s30s

17 body-onlytop sim 0.826

#1 t=0.0s · sim 0.826 · gate 0.58 · bat n/a (17)
→
batting d=0.211
#2 t=0.3s · sim 0.795 · gate 0.89 · bat n/a (17)
→
batting d=0.258

18 +bat centertop sim 0.811

#1 t=0.0s · sim 0.811 · gate 0.58 · bat ✓
→
batting d=0.233 ↔
#2 t=0.3s · sim 0.785 · gate 0.89 · bat ✓
→
batting d=0.274

19 +handle/tip (angle)top sim 0.789

#1 t=0.0s · sim 0.789 · gate 0.58 · bat ✓
→
batting d=0.268 ↔
#2 t=0.3s · sim 0.772 · gate 0.89 · bat ✓
→
batting d=0.295

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dur 13.8s · gate yolo (stride 0.3s, thr 0.5) → 1 bat-event peaks / 44 samples · gate max 0.89 · gallery batting_only (47 ex.) · reject_thr 17/18/19 = 0.284/0.308/0.318
— gate_prob (dashed) — sim 17 — sim 18 — sim 19 ··· thr 0.5 ▶ 播放视频，红线随时间在曲线上移动 · 点曲线或某个 peak 帧可跳转
0.00.20.50.81.00s1s2s3s4s5s6s7s8s9s10s11s12s13s

17 body-onlytop sim 0.840

#1 t=1.6s · sim 0.840 · gate 0.89 · bat n/a (17)
→
batting d=0.190 ↔
#2 t=1.0s · sim 0.815 · gate 0.75 · bat n/a (17)
→
batting d=0.227
#3 t=1.3s · sim 0.794 · gate 0.69 · bat n/a (17)
→
batting d=0.259 ↔

18 +bat centertop sim 0.832

#1 t=1.6s · sim 0.832 · gate 0.89 · bat ✓
→
batting d=0.202
#2 t=1.0s · sim 0.812 · gate 0.75 · bat ✓
→
batting d=0.232
#3 t=1.3s · sim 0.771 · gate 0.69 · bat ✓
→
batting d=0.297 ↔

19 +handle/tip (angle)top sim 0.840

#1 t=1.6s · sim 0.840 · gate 0.89 · bat ✗ → body-only
→
batting d=0.190 ↔
#2 t=1.0s · sim 0.797 · gate 0.75 · bat ✓
→
batting d=0.254

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dur 14.4s · gate yolo (stride 0.3s, thr 0.5) → 1 bat-event peaks / 48 samples · gate max 1.00 · gallery batting_only (47 ex.) · reject_thr 17/18/19 = 0.284/0.308/0.318
— gate_prob (dashed) — sim 17 — sim 18 — sim 19 ··· thr 0.5 ▶ 播放视频，红线随时间在曲线上移动 · 点曲线或某个 peak 帧可跳转
0.00.20.50.81.00s1s2s3s4s5s6s7s8s9s10s11s12s13s14s

17 body-onlytop sim 0.847

#1 t=0.6s · sim 0.847 · gate 1.00 · bat n/a (17)
→
batting d=0.180 ↔
#2 t=1.8s · sim 0.826 · gate 0.88 · bat n/a (17)
→
batting d=0.211
#3 t=1.5s · sim 0.819 · gate 0.91 · bat n/a (17)
→
batting d=0.221 ↔

18 +bat centertop sim 0.833

#1 t=0.6s · sim 0.833 · gate 1.00 · bat ✓
→
batting d=0.201 ↔
#2 t=1.8s · sim 0.806 · gate 0.88 · bat ✓
→
batting d=0.241
#3 t=1.5s · sim 0.805 · gate 0.91 · bat ✓
→
batting d=0.243 ↔

19 +handle/tip (angle)top sim 0.805

#1 t=0.6s · sim 0.805 · gate 1.00 · bat ✓
→
batting d=0.243 ↔
#2 t=1.5s · sim 0.784 · gate 0.91 · bat ✓
→
batting d=0.275 ↔
#3 t=0.9s · sim 0.764 · gate 1.00 · bat ✓
→
batting d=0.309

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dur 30.0s · gate yolo (stride 0.3s, thr 0.5) → 4 bat-event peaks / 100 samples · gate max 0.99 · gallery batting_only (47 ex.) · reject_thr 17/18/19 = 0.284/0.308/0.318
— gate_prob (dashed) — sim 17 — sim 18 — sim 19 ··· thr 0.5 ▶ 播放视频，红线随时间在曲线上移动 · 点曲线或某个 peak 帧可跳转
0.00.20.50.81.00s3s6s9s12s15s18s21s24s27s

17 body-onlytop sim 0.887

#1 t=13.2s · sim 0.887 · gate 0.86 · bat n/a (17)
→
batting d=0.128 ↔
#2 t=14.4s · sim 0.858 · gate 0.84 · bat n/a (17)
→
batting d=0.166
#3 t=13.8s · sim 0.853 · gate 0.88 · bat n/a (17)
→
batting d=0.173

18 +bat centertop sim 0.860

#1 t=13.2s · sim 0.860 · gate 0.86 · bat ✓
→
batting d=0.163 ↔
#2 t=12.6s · sim 0.844 · gate 0.73 · bat ✗ → body-only
→
batting d=0.185
#3 t=12.9s · sim 0.836 · gate 0.85 · bat ✗ → body-only
→
batting d=0.196

19 +handle/tip (angle)top sim 0.824

#1 t=16.2s · sim 0.824 · gate 0.93 · bat ✗ → body-only
→
batting d=0.214 ↔
#2 t=13.2s · sim 0.816 · gate 0.86 · bat ✓
→
batting d=0.225 ↔
#3 t=16.5s · sim 0.799 · gate 0.93 · bat ✗ → body-only
→
batting d=0.251

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dur 21.1s · gate yolo (stride 0.3s, thr 0.5) → 5 bat-event peaks / 71 samples · gate max 1.00 · gallery batting_only (47 ex.) · reject_thr 17/18/19 = 0.284/0.308/0.318
— gate_prob (dashed) — sim 17 — sim 18 — sim 19 ··· thr 0.5 ▶ 播放视频，红线随时间在曲线上移动 · 点曲线或某个 peak 帧可跳转
0.00.20.50.81.00s2s4s6s8s10s12s14s16s18s20s

17 body-onlytop sim 0.873

#1 t=6.6s · sim 0.873 · gate 0.96 · bat n/a (17)
→
batting d=0.145 ↔
#2 t=18.0s · sim 0.861 · gate 1.00 · bat n/a (17)
→
batting d=0.162 ↔
#3 t=18.3s · sim 0.861 · gate 0.99 · bat n/a (17)
→
batting d=0.162

18 +bat centertop sim 0.862

#1 t=6.6s · sim 0.862 · gate 0.96 · bat ✓
→
batting d=0.160 ↔
#2 t=18.3s · sim 0.845 · gate 0.99 · bat ✓
→
batting d=0.183
#3 t=18.0s · sim 0.844 · gate 1.00 · bat ✓
→
batting d=0.185

19 +handle/tip (angle)top sim 0.855

#1 t=6.6s · sim 0.855 · gate 0.96 · bat ✓
→
batting d=0.170 ↔
#2 t=18.3s · sim 0.829 · gate 0.99 · bat ✓
→
batting d=0.207
#3 t=1.5s · sim 0.815 · gate 0.82 · bat ✓
→
batting d=0.227

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dur 15.0s · gate yolo (stride 0.3s, thr 0.5) → 6 bat-event peaks / 51 samples · gate max 1.00 · gallery batting_only (47 ex.) · reject_thr 17/18/19 = 0.284/0.308/0.318
— gate_prob (dashed) — sim 17 — sim 18 — sim 19 ··· thr 0.5 ▶ 播放视频，红线随时间在曲线上移动 · 点曲线或某个 peak 帧可跳转
0.00.20.50.81.00s1s2s3s4s5s6s7s8s9s10s11s12s13s14s15s

17 body-onlytop sim 0.886

#1 t=0.0s · sim 0.886 · gate 0.98 · bat n/a (17)
→
batting d=0.129 ↔
#2 t=3.0s · sim 0.867 · gate 0.97 · bat n/a (17)
→
batting d=0.153
#3 t=0.9s · sim 0.861 · gate 0.99 · bat n/a (17)
→
batting d=0.161

18 +bat centertop sim 0.847

#1 t=0.9s · sim 0.847 · gate 0.99 · bat ✓
→
batting d=0.180
#2 t=1.2s · sim 0.838 · gate 0.55 · bat ✗ → body-only
→
batting d=0.193 ↔
#3 t=13.2s · sim 0.829 · gate 0.99 · bat ✓
→
batting d=0.207 ↔

19 +handle/tip (angle)top sim 0.861

#1 t=0.9s · sim 0.861 · gate 0.99 · bat ✗ → body-only
→
batting d=0.161
#2 t=1.2s · sim 0.838 · gate 0.55 · bat ✗ → body-only
→
batting d=0.193 ↔
#3 t=13.2s · sim 0.819 · gate 0.99 · bat ✓
→
batting d=0.221 ↔
batting (3 videos)

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dur 712.0s · gate yolo (stride 0.3s, thr 0.5) → 34 bat-event peaks / 2225 samples · gate max 1.00 · gallery batting_only (47 ex.) · reject_thr 17/18/19 = 0.284/0.308/0.318
— gate_prob (dashed) — sim 17 — sim 18 — sim 19 ··· thr 0.5 ▶ 播放视频，红线随时间在曲线上移动 · 点曲线或某个 peak 帧可跳转
0.00.20.50.81.00s88s176s264s352s440s528s616s704s

17 body-onlytop sim 0.912

#1 t=96.0s · sim 0.912 · gate 0.98 · bat n/a (17)
→
batting d=0.096
#2 t=235.5s · sim 0.911 · gate 0.98 · bat n/a (17)
→
batting d=0.098 ↔
#3 t=229.8s · sim 0.909 · gate 0.99 · bat n/a (17)
→
batting d=0.100

18 +bat centertop sim 0.899

#1 t=96.0s · sim 0.899 · gate 0.98 · bat ✓
→
batting d=0.112
#2 t=526.7s · sim 0.899 · gate 0.73 · bat ✓
→
batting d=0.112
#3 t=229.8s · sim 0.895 · gate 0.99 · bat ✓
→
batting d=0.117

19 +handle/tip (angle)top sim 0.889

#1 t=96.0s · sim 0.889 · gate 0.98 · bat ✓
→
batting d=0.125
#2 t=202.6s · sim 0.883 · gate 0.60 · bat ✓
→
batting d=0.133 ↔
#3 t=229.8s · sim 0.880 · gate 0.99 · bat ✓
→
batting d=0.137

YTDown YouTube CRICKET-Bat-vs-BASEBALL-Bat Media rYiybyiJ…

dur 700.8s · gate yolo (stride 0.3s, thr 0.5) → 4 bat-event peaks / 2334 samples · gate max 1.00 · gallery batting_only (47 ex.) · reject_thr 17/18/19 = 0.284/0.308/0.318
— gate_prob (dashed) — sim 17 — sim 18 — sim 19 ··· thr 0.5 ▶ 播放视频，红线随时间在曲线上移动 · 点曲线或某个 peak 帧可跳转
0.00.20.50.81.00s87s174s261s348s435s522s609s696s

17 body-onlytop sim 0.873

#1 t=525.8s · sim 0.873 · gate 0.99 · bat n/a (17)
→
batting d=0.146 ↔
#2 t=200.0s · sim 0.860 · gate 0.99 · bat n/a (17)
→
batting d=0.163 ↔
#3 t=199.7s · sim 0.850 · gate 1.00 · bat n/a (17)
→
batting d=0.177

18 +bat centertop sim 0.833

#1 t=525.2s · sim 0.833 · gate 0.92 · bat ✗ → body-only
→
batting d=0.200 ↔
#2 t=200.0s · sim 0.829 · gate 0.99 · bat ✓
→
batting d=0.207 ↔
#3 t=526.4s · sim 0.824 · gate 0.59 · bat ✓
→
batting d=0.213 ↔

19 +handle/tip (angle)top sim 0.833

#1 t=525.2s · sim 0.833 · gate 0.92 · bat ✗ → body-only
→
batting d=0.200 ↔
#2 t=525.8s · sim 0.816 · gate 0.99 · bat ✓
→
batting d=0.225
#3 t=200.0s · sim 0.811 · gate 0.99 · bat ✓
→
batting d=0.233

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dur 339.1s · gate yolo (stride 0.3s, thr 0.5) → 2 bat-event peaks / 1131 samples · gate max 0.76 · gallery batting_only (47 ex.) · reject_thr 17/18/19 = 0.284/0.308/0.318
— gate_prob (dashed) — sim 17 — sim 18 — sim 19 ··· thr 0.5 ▶ 播放视频，红线随时间在曲线上移动 · 点曲线或某个 peak 帧可跳转
0.00.20.50.81.00s42s84s126s168s210s252s294s336s

17 body-onlytop sim 0.844

#1 t=240.9s · sim 0.844 · gate 0.76 · bat n/a (17)
→
batting d=0.185 ↔
#2 t=132.3s · sim 0.816 · gate 0.61 · bat n/a (17)
→
batting d=0.225 ↔

18 +bat centertop sim 0.809

#1 t=240.9s · sim 0.809 · gate 0.76 · bat ✓
→
batting d=0.236 ↔

19 +handle/tip (angle)top sim 0.769

#1 t=240.9s · sim 0.769 · gate 0.76 · bat ✓
→
batting d=0.300 ↔