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

72.4Score (Short)

TS-LLaVA

Updated 1mo ago

Evaluation Results

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