Shot Transition Detection on Synthetic Data
92.4Segment PrecisionPySceneDetect (Adaptive)
Evaluation results
| Method | Links | ||||||||
|---|---|---|---|---|---|---|---|---|---|
| PySceneDetect (Adaptive)Configuration=Adaptive2026.04 | 92.4 | 17.2 | 29 | 92.2 | 3.6 | 6.9 | 0.28 | 0.09 | |
| PySceneDetect (Content)Configuration=Content2026.04 | 90.9 | 12.8 | 22.5 | 96.8 | 2.9 | 5.6 | 0.61 | 0.09 | |
| TransVLM2026.04 | 90.8 | 88.2 | 89.5 | 94.6 | 93 | 93.8 | 0.11 | 0.5 | |
| Qwen2-VL Thinking 32BSeries=Qwen2-VL Thinking Series, Parameters=32B2026.04 | 90 | 60.8 | 72.6 | 94.3 | 32.3 | 47.9 | 1.16 | 3.3 | |
| Qwen2-VL Instruct 32BSeries=Qwen2-VL Instruct Series, Parameters=32B2026.04 | 89.5 | 62.3 | 73.5 | 91.1 | 36.1 | 51.6 | 1.35 | 0.98 | |
| Qwen2-VL Thinking 30B-A3B(MoE)Series=Qwen2-VL Thinking Series, Parameters=30B-A3B(MoE)2026.04 | 89 | 61 | 72.4 | 91.5 | 33.1 | 48.5 | 1.18 | 0.92 | |
| PySceneDetect (Hash)Configuration=Hash2026.04 | 88 | 11.8 | 20.8 | 94 | 2.7 | 5.2 | 0.85 | 0.09 | |
| Qwen2-VL Thinking 8BSeries=Qwen2-VL Thinking Series, Parameters=8B2026.04 | 85.4 | 38.9 | 53.4 | 92.3 | 14.7 | 25.2 | 1.29 | 1.31 | |
| Qwen2-VL Thinking 4BSeries=Qwen2-VL Thinking Series, Parameters=4B2026.04 | 83.9 | 21.8 | 34.6 | 74.8 | 8.7 | 15.6 | 1.68 | 1.03 | |
| Qwen2-VL Instruct 30B-A3B(MoE)Series=Qwen2-VL Instruct Series, Parameters=30B-A3B(MoE)2026.04 | 80.6 | 59.3 | 68.3 | 74.9 | 35.5 | 48.2 | 1.86 | 0.35 | |
| PySceneDetect (Threshold)Configuration=Threshold2026.04 | 77.3 | 3.9 | 7.4 | 74.9 | 0.8 | 1.6 | 1.46 | 0.09 | |
| Qwen2-VL Instruct 4BSeries=Qwen2-VL Instruct Series, Parameters=4B2026.04 | 71.7 | 30.6 | 42.8 | 45.8 | 61.8 | 52.5 | 8.88 | 0.31 | |
| Qwen2-VL Instruct 8BSeries=Qwen2-VL Instruct Series, Parameters=8B2026.04 | 58.6 | 59.7 | 59.1 | 74.1 | 20.4 | 31.5 | 1.6 | 0.34 | |
| PySceneDetect (Hist)Configuration=Hist2026.04 | 57.7 | 37.9 | 45.5 | 76.2 | 11.7 | 19.7 | 1.04 | 0.09 | |
| Gemini 3 ProSeries=Gemini Series, Variant=3 Pro2026.04 | 47.9 | 76.8 | 58.8 | 71.1 | 48.2 | 56.8 | 0.88 | 1.32 | |
| AutoShot2026.04 | 37.9 | 24.8 | 29.9 | 53 | 5.8 | 10.2 | 0.51 | 0.03 | |
| Gemini 2.5 ProSeries=Gemini Series, Variant=2.5 Pro2026.04 | 33.8 | 85.1 | 46.5 | 63.8 | 76 | 68.6 | 0.82 | 0.81 | |
| TransNetV22026.04 | 27.5 | 14.9 | 19.4 | 41.7 | 3.4 | 6.3 | 0.61 | 0.07 |