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SOTA General Video Understanding benchmarks and papers with code | Wizwand
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General Video Understanding
Benchmarks
Dataset Name
SOTA Method
Dataset Name
SOTA Method
Metric
Trend
Results
Last Updated
Video-MME
Gemini 1.5 Pro
Accuracy
87.8
139
18d ago
TempCompass
Human
Accuracy
97.3
43
23d ago
LVBench
GLM-4.5V
Accuracy
53.8
42
23d ago
MVBench Overall
PyraTok
Accuracy
86.03
39
1mo ago
LongVideoBench
LVR-7B
Accuracy
60.5
24
1mo ago
PerceptionTest (PercTest)
PLM-7B
Accuracy
82.7
21
1mo ago
NExT-QA
GPT-4o
Accuracy
86.3
21
1mo ago
TVBench
Seed1.8
Accuracy
71.5
17
25d ago
VideoMME w/o sub
VideoCFR
Accuracy
61.1
16
1mo ago
LongVideo
GPT-4o
Score
66.7
13
18d ago
TOMATO
GPT-4o
Accuracy
37.7
13
1mo ago
Video-MME v2 2026
SpatialClaw
Accuracy
49.7
12
1mo ago
Video-MME 2025
SpatialClaw
Accuracy
79.4
12
1mo ago
PerceptComp 2026
SpatialClaw
Accuracy
46.5
12
1mo ago
CV-Bench 2025
SpatialClaw
Accuracy
75.1
12
1mo ago
Combined (VideoMME, LVBench, LongVideoBench, EgoSchema, MLVU)
GPT-4o
Average Score
64.9
11
2mo ago
NexT-QA (test)
LLaVA-Video-7B + ST-GridPool
Accuracy
83.8
8
2mo ago
TempCompass (test)
NVILA-8B
Accuracy
69.7
7
2mo ago
PerceptionTest
TS-LLaVA + PAS
Overall Score
69.4
6
4mo ago
Aggregate VideoMME, EgoSchema, LongVideoBench, MLVU, VideoMMMU
EchoPrune
Average Score
55.6
5
2mo ago
WildVideo
GPT-4o
Accuracy
62.1
5
3mo ago
Video-MME v2
SpatialClaw
Accuracy
44.4
3
1mo ago
PerceptComp
SpatialClaw
Accuracy
44
3
1mo ago
CV-Bench
SpatialClaw
Accuracy
72.2
3
1mo ago
VideoMME Long
Qwen2.5-VL-7B-Instruct
Accuracy
41.6
2
4mo ago
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