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Fine-grained Motion Video Understanding on FAVOR-Bench

48.94Overall

InternVL3-8B + MotionEnhancer

Updated 1mo ago

Evaluation Results

Method	Links
InternVL3-8B + MotionEnhancer 2026.06		48.94	49.25	47.17	57.11	46.57	56.35	36.74	51.56
Qwen2.5-VL-72B* 2026.06		48.14	48.17	50.28	46.98	48.13	51.78	40.28	51.56
Qwen2.5VL-7B + MotionEnhancer 2026.06		46.88	47.01	49.34	50.62	45.37	53.2	30.42	53.12
LLaVA-Video-72B-Qwen2 2026.06		46.08	46.49	48.35	47.5	45.25	51.7	33.02	53.12
InternVL3-8B* 2026.06		45.82	46.35	45.39	48.54	47.59	51.45	33.58	51.56
Qwen2.5VL-7B + MotionSight* 2026.06		45.47	45.99	46.23	51.59	45.01	50.04	29.95	53.12
Qwen2.5VL-3B + MotionEnhancer 2026.06		44.53	43.94	45.01	51.59	44.4	48.96	28.37	45.31
VideoChat-Flash-Qwen2-7B 2026.06		43.82	44.86	41.9	48.41	42.84	50.95	35.07	50
InternVL3-2B + MotionEnhancer 2026.06		43.71	45.35	38.53	54.57	42.6	51.78	33.02	51.56
Qwen2.5VL-7B* 2026.06		42.61	42.58	41.64	47.83	44.89	47.55	28.28	45.31
VideoLLaMA3-7B 2026.06		41.46	41.46	40.2	44.13	42.42	48.3	31.53	42.19
InternVL3-2B* 2026.06		39.27	39.11	37.66	43.28	40.49	44.98	29.21	39.06
LLaVA-Video-7B-Qwen2 2026.06		38.6	39.94	36.14	41.27	41.28	44.48	29.58	46.88
Qwen2.5VL-3B* 2026.06		37.43	38.07	38.45	38.16	39.35	43.4	23.72	45.31
VideoLLaMA3-2B 2026.06		32.98	34.61	28.97	36.6	34.9	38.01	28.56	40.62