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HR-Bench

Benchmarks

Task NameDataset NameSOTA ResultTrend
High-resolution Visual UnderstandingHR-Bench 8K
FSP95
29
Visual ReasoningHR-Bench 4K FSP
ACC96.5
29
Fine-grained visual understandingHR-Bench 4K
Score79
24
Visual SearchHR-Bench 8K
Accuracy76.3
23
Visual SearchHR-Bench 4K
Accuracy79.4
23
High-resolution perceptionHR Bench 4K
Overall Score87.87
19
High-Resolution Multimodal ReasoningHR-Bench 8K FCP
Accuracy77
19
High-Resolution Multimodal ReasoningHR-Bench 8K FSP
ACC94.8
19
High-Resolution Multimodal ReasoningHR-Bench 4K FCP
ACC78.3
19
Visual UnderstandingHR-Bench 8K
Avg@8 Exact Match86.6
17
Visual UnderstandingHR-Bench 4K
Avg@8 Exact Match90.2
17
Fine-grained visual understandingHR-Bench 8K
Score74.9
17
Visual ReasoningHR-Bench (test)
Accuracy69.94
15
High-resolution Visual UnderstandingHR-Bench 4K
FSP96.5
12
Visual Grounded ReasoningHR-Bench-8K
Overall Score76.3
12
Visual Grounded ReasoningHR-Bench-4K
Overall Score79.4
12
Multimodal PerceptionHR-Bench 4K
Accuracy84.4
11
Visual ReasoningHR-Bench 8K FCP
Accuracy59
10
Visual ReasoningHR-Bench FSP 8K
ACC86.5
10
Visual ReasoningHR-Bench 4K FCP
Accuracy63.3
10
High-Resolution Visual ReasoningHR-Bench
Score (4K)75
8
Visual ReasoningHR-Bench 8K
FSP87
7
Visual ReasoningHR-Bench 4K
FSP0.933
7
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