Video Understanding on Video-MME v1.0 (test)

72.4Score (Short)TS-LLaVA

Evaluation Results

Method
TS-LLaVA2025.10	72.4	59.6	50.8	60.93
Full (No Compression)2025.10	72.1	63.2	53.9	63.07
FLoC2025.10	72	60.22	50.44	60.89
DivPrune2025.10	71.22	59	51.78	60.67
SC2025.10	71.22	61	51	61.07
LongVU2025.10	71.11	57.67	47.89	58.89
Frame Uniform2025.10	71	56	48.89	58.63
DivPrune2025.10	70.67	57	50.33	59.3
K-medoids2025.10	70.33	59.78	50.89	60.33
TS-LLaVA2025.10	70	55.7	48.4	58.04
K-medoids2025.10	69.67	56.89	50.78	59.11
FLoC2025.10	69.33	55.56	48.22	57.7
FLoC2025.10	69.22	58	51	59.41
K-means2025.10	69	55	46.78	56.93
SC2025.10	68.78	57.89	51	59.22
DivPrune2025.10	68.22	53.67	49.33	57.07
SC2025.10	67.89	53.56	48.33	56.59
TS-LLaVA2025.10	67.4	54.3	48.3	56.7
Frame Uniform2025.10	67.22	53	47.22	55.81
TS-LLaVA2025.10	66.89	52.33	45.33	54.85
SC2025.10	66.44	52.44	47.33	55.41
FLoC2025.10	66.11	52.44	47	55.19
LongVU2025.10	65.89	54	47.78	55.89
K-means2025.10	65.78	52.89	47.22	55.3
DivPrune2025.10	65.44	50.78	45.44	53.89
SC2025.10	65.22	51.67	44.78	53.89
K-medoids2025.10	65.22	51.44	46.33	54.33
Frame Uniform2025.10	65.11	49.33	43.67	52.7
LongVU2025.10	65	52.44	47.11	54.85
Full (No Compression)2025.10	64.89	50.56	45.89	53.78
FLoC2025.10	64.67	52.78	45.67	54.37
TS-LLaVA2025.10	64.44	50.56	43.56	52.85
DivPrune2025.10	64.44	48.67	44.44	52.52
FLoC2025.10	64.22	49	45	52.74
LongVU2025.10	63.7	50.2	48.7	54.19
K-means2025.10	63.67	49.67	44.11	52.48
K-medoids2025.10	63.44	51.56	44.89	53.3
Pooling2025.10	63.33	50.89	46	53.41
SC2025.10	63	49.56	45	52.52
TS-LLaVA2025.10	62.78	47.33	43.67	51.26
Frame Uniform2025.10	62.78	49.89	46.89	53.19
K-medoids2025.10	62.67	49	41.56	51.07
Frame Uniform2025.10	62.44	47.22	42.44	50.7
DivPrune2025.10	61.78	47	43.89	50.89
LongVU2025.10	61.56	47.56	43.78	50.96
K-means2025.10	61.56	47.11	42.11	50.26
K-means2025.10	61.11	50.56	46.56	52.74
K-medoids2025.10	58.89	45.56	41.11	48.52
Frame Uniform2025.10	58.11	44.67	41.56	48.11
LongVU2025.10	57.78	43.67	41.89	47.78
Pooling2025.10	57.78	48.33	43.78	49.96
K-means2025.10	56.33	44.33	40.44	47.04
Pooling2025.10	55.78	44.33	42	47.37
Pooling2025.10	53.67	47.22	42.56	47.81
Pooling2025.10	47.56	39.67	39.22	42.15
Pooling2025.10	44.44	38.89	38.56	40.63