Long-Form Video Understanding on LVBench

49.4Overall Score

LLaVA-Video-7B† + Ours (Query-Conditioned Evidential Keyframe Sampling)

Updated 9d ago

Evaluation Results

Method
LLaVA-Video-7B† + Ours (Query-Conditioned Evidential Keyframe Sampling) 2026.04	49.4	52.4	45.9	54.6	39	46.8	32.8
LLaVA-Video-7B† + ReTaKe 2026.04	48.5	-	-	-	-	-	-
AdaSpark 2026.04	47.9	-	-	-	-	-	-
Qwen2-VL-7B† + ReTaKe 2026.04	47.8	-	-	-	-	-	-
Qwen2.5-VL-7B† + Ours (Query-Conditioned Evidential Keyframe Sampling) 2026.04	47.7	49.8	44.5	57	37.3	41.8	34.5
Video-o3 2026.04	47.6	-	-	-	-	-	-
Qwen2-VL-7B† + Ours (Query-Conditioned Evidential Keyframe Sampling) 2026.04	46.6	47.9	44.5	55	42.7	43.8	25.9
Qwen2-VL-7B† + TSPO 2026.04	46.4	-	-	-	-	-	-
VideoLLaMA3-7B 2026.04	45.3	-	-	-	-	-	-
LLaVA-Video-7B† + TSPO 2026.04	45.3	-	-	-	-	-	-
Qwen-2.5-VL-7B 2026.04	45.3	-	-	-	-	-	-
Qwen-2.5-VL-7B + SFT 2026.04	45.2	-	-	-	-	-	-
AdaSpark 2026.04	45	-	-	-	-	-	-
FrameFusion 2026.04	43.4	-	-	-	-	-	-
Qwen-2.5-VL-3B 2026.04	43.3	-	-	-	-	-	-
FastV 2026.04	43.3	-	-	-	-	-	-
FastV 2026.04	43.3	-	-	-	-	-	-
Qwen-2.5-VL-3B + SFT 2026.04	43.1	-	-	-	-	-	-
ToMe 2026.04	43.1	-	-	-	-	-	-
VideoChat-Flash-2B 2026.04	42.9	-	-	-	-	-	-
FrameFusion 2026.04	42.8	-	-	-	-	-	-
ToMe 2026.04	42.4	-	-	-	-	-	-
MoBA 2026.04	42.3	-	-	-	-	-	-
LLaVA-Video-7B† 2026.04	41.7	41.5	40.2	42.3	33.2	49.8	29.3
VCA 2026.04	41.3	43.7	40.7	37.8	38	46.2	27.3
TimeMarker-8B 2026.04	41.3	42.8	39.1	34.9	38.7	38.2	48.8
MoBA 2026.04	39.4	-	-	-	-	-	-
Qwen2-VL-7B† 2026.04	39.1	38.7	39	36.8	37.3	39.8	29.3
Video-Thinker-7B 2026.04	38.4	-	-	-	-	-	-
Qwen2.5-VL-7B† 2026.04	37.6	36.8	38.6	40.6	32.7	37.3	29.3
Video-R1-7B 2026.04	37.4	-	-	-	-	-	-
Qwen2.5-VL-7B† + FrameThinker 2026.04	36.6	-	-	-	-	-	-
VideoAgent 2026.04	29.3	28	30.3	28	29.3	28	36.4
VideoTree 2026.04	28.8	30.3	25.1	26.5	27.7	31.9	25.5
MovieChat-7B 2026.04	22.5	21.3	23.1	25.9	22.3	24	17.2