Shot Transition Detection on Public Data
76.2Segment PrecisionTransVLM
Evaluation results
| Method | Links | |||||||
|---|---|---|---|---|---|---|---|---|
| TransVLM2026.04 | 76.2 | 80.6 | 78.3 | 57.4 | 56.2 | 56.8 | 1.58 | |
| TransNetV22026.04 | 72.7 | 78 | 75.2 | 73.1 | 42.7 | 52.8 | 1.87 | |
| AutoShot2026.04 | 70.7 | 80.4 | 75.1 | 70.9 | 44 | 53.2 | 1.78 | |
| PySceneDetect (Adaptive)Configuration=Adaptive2026.04 | 65.6 | 71.6 | 68.4 | 64.5 | 37.2 | 45.7 | 1.93 | |
| PySceneDetect (Content)Configuration=Content2026.04 | 62.7 | 75.9 | 68.6 | 60.3 | 38.3 | 45.3 | 1.08 | |
| PySceneDetect (Hash)Configuration=Hash2026.04 | 56.6 | 77.8 | 65.4 | 54.9 | 41.6 | 45.7 | 2.11 | |
| Gemini 2.5 ProSeries=Gemini Series, Variant=2.5 Pro2026.04 | 55.8 | 52.7 | 54.2 | 45.3 | 36.1 | 40.1 | 3.62 | |
| Gemini 3 ProSeries=Gemini Series, Variant=3 Pro2026.04 | 52.7 | 57.3 | 54.9 | 46.9 | 34.3 | 39.3 | 2.18 | |
| PySceneDetect (Hist)Configuration=Hist2026.04 | 45.2 | 74.1 | 55.9 | 41.9 | 39.8 | 39.4 | 1.19 | |
| Qwen2-VL Thinking 8BSeries=Qwen2-VL Thinking Series, Parameters=8B2026.04 | 45 | 14.4 | 21.7 | 29.7 | 9.4 | 14.3 | 4.25 | |
| Qwen2-VL Thinking 4BSeries=Qwen2-VL Thinking Series, Parameters=4B2026.04 | 44.9 | 7.9 | 13.4 | 26.5 | 5.1 | 8.6 | 1.5 | |
| Qwen2-VL Thinking 32BSeries=Qwen2-VL Thinking Series, Parameters=32B2026.04 | 40.3 | 26 | 31.5 | 30.8 | 16 | 20.9 | 1.09 | |
| Qwen2-VL Thinking 30B-A3B(MoE)Series=Qwen2-VL Thinking Series, Parameters=30B-A3B(MoE)2026.04 | 37.4 | 21.7 | 27.5 | 29.1 | 12.7 | 17.5 | 0.98 | |
| PySceneDetect (Threshold)Configuration=Threshold2026.04 | 36.4 | 3.1 | 5.7 | 30.6 | 1.4 | 2.7 | 3.08 | |
| Qwen2-VL Instruct 32BSeries=Qwen2-VL Instruct Series, Parameters=32B2026.04 | 30.9 | 47.3 | 37 | 21.4 | 27.9 | 24.1 | 3.96 | |
| Qwen2-VL Instruct 4BSeries=Qwen2-VL Instruct Series, Parameters=4B2026.04 | 23.5 | 8.8 | 12.4 | 13.4 | 17.4 | 14.8 | 55 | |
| Qwen2-VL Instruct 8BSeries=Qwen2-VL Instruct Series, Parameters=8B2026.04 | 22.2 | 29.7 | 24.6 | 13.2 | 30.7 | 18.4 | 34.39 | |
| Qwen2-VL Instruct 30B-A3B(MoE)Series=Qwen2-VL Instruct Series, Parameters=30B-A3B(MoE)2026.04 | 21.8 | 30 | 24.2 | 17.1 | 22.2 | 19.2 | 9.61 |