Model,Score,Acc,AP@0.1,AP@0.3,AP@0.5,m_vIoU,R1@0.3,R1@0.5, R1@0.7, m_tIoU,LGM,AM
GPT-4o,1.71,60.78,9.29,4.18,1.19,3.01,17.13,10.04,7.25,12.82,36.79,25.53
Gemini-2-Flash,1.59,53.01,7.49,1.89,0.58,2.21,31.58,15.22,8.54,23.83,34.99,26.35
Video-Llama3,1.38,41.94,0.62,0.17,0.02,0.19,35.11,20.42,9.21,23.14,26.96,21.76
Qwen2.5-VL,1.61,54.53,5.15,2.87,1.40,2.00,11.02,5.39,2.48,7.61,29.58,21.38
Qwen2-VL,1.03,25.91,7.11,3.55,1.14,2.41,24.62,16.32,8.25,17.52,17.23,15.28
InternVL-2.5,1.46,44.18,0.42,0.03,0.00,0.14,10.83,3.77,1.57,7.75,27.15,17.36
Llava-Video,1.50,49.48,4.29,1.23,0.25,1.31,16.89,5.49,2.00,12.21,27.54,21.00
VideoChat2,1.27,36.21,3.08,0.91,0.30,0.97,18.08,12.07,6.20,12.50,19.77,16.56
Oryx-1.5,0.94,20.47,11.50,4.32,0.96,3.50,18.99,5.58,2.72,14.81,14.16,12.93
Video-CCAM-v1.2,1.75,59.35,0.00,0.00,0.00,0.00,2.19,0.00,0.00,2.26,30.88,20.54
TimeChat,1.06,26.38,0.00,0.00,0.00,0.00,20.42,8.54,2.53,13.60,15.08,13.33
VTimeLLM,1.45,41.46,0.00,0.00,0.00,0.00,8.44,4.53,2.10,5.96,19.90,15.81
TRACE,0.90,17.60,0.00,0.00,0.00,0.00,24.52,12.02,5.73,17.11,12.71,11.57
Sa2VA,0.70,16.36,58.47,49.47,40.42,37.48,0.00,0.00,0.00,0.00,21.61,17.95