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SOTA Visual Instruction Following benchmarks and papers with code | Wizwand
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Visual Instruction Following
Benchmarks
Dataset Name
SOTA Method
Dataset Name
SOTA Method
Metric
Trend
Results
Last Updated
LLaVA-Bench Wild
AutoV
Score
102.3
71
2mo ago
FronTalk Multi-Turn 1.0 (test)
Gemini-2.5-Pro
PR Score
75
32
4mo ago
LLaVA-W
GPT-4o
Score
102
28
4mo ago
FronTalk Single-Turn 1.0 (test)
Claude-4-Sonnet
PR
77.5
20
4mo ago
RefCOCO
LIVE
Accuracy
47.8
16
1mo ago
SUN Instructive Visual Benchmark
LIVE
Accuracy
44.68
16
1mo ago
Caltech 101 Instructive Visual Benchmark
LIVE
Accuracy
38.74
16
1mo ago
ImageNet Instructive Visual Benchmark
LIVE
Accuracy
85
16
1mo ago
LLaVA-Bench
DPO
Overall Score
79.1
15
3mo ago
Visual Instruction Total (test)
PromptEnhancer
Avg. Response Length (Words)
153.04
6
4mo ago
LLaVA-Bench 100 images (test)
Nullu
Accuracy
6.53
6
4mo ago
Visual Instruction Out-Of-Distribution - Hard (test)
BeautifulPrompt
Win Ratio (Human)
88
5
4mo ago
Visual Instruction Out-Of-Distribution - Simple (test)
BeautifulPrompt
Human Win Ratio
93
5
4mo ago
Visual Instruction Out-Of-Distribution (test)
BeautifulPrompt
Human Win Ratio
90
5
4mo ago
Visual Instruction In-Distribution - Hard (test)
BeautifulPrompt
Human Win Ratio
89
5
4mo ago
Visual Instruction In-Distribution - Simple (test)
BeautifulPrompt
Human Win Ratio
89
5
4mo ago
Visual Instruction In-Distribution (test)
BeautifulPrompt
Human Win Ratio
89
5
4mo ago
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