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Papers Benchmarks Datasets Tasks

HRBench dataset and benchmarks – Page 2 · SOTA2 Research

Research Datasets

HRBench

Benchmarks

Task NameDataset NameSOTA MethodSort

Task NameDataset NameSOTA ResultTrendResults

High-resolution Image Comprehension

HRBench

0.734HRBench 4K Score

9

Visual Tool-Use

HRBench 4K

80.1Accuracy

9

Real-world perception-centric reasoning

HRBench 4K (test)

80.25Accuracy

8

Real-World Understanding

HRBench 8K

73.8Accuracy

8

Real-World Understanding

HRBench (4K)

77.9Accuracy

8

Thinking-with-images

HRBench 8K

0.935Accuracy

7

Fine-grained High-Resolution Perception

HRBench8K

68Overall Score

7

Multi-turn Visual Search

HRBench FCP H8

53.8Accuracy

6

Multi-turn Visual Search

HRBench FCP H4

56.3Accuracy

6

Multimodal Perception

HRbench-8K FSP FCP Overall

70.4Overall Score

5

Multimodal Perception

HRbench 4K FSP FCP Overall

73.7Overall Score

5

Efficiency Evaluation

HRBench8K

4.5Average Time per Sample (s)

5

Reasoning Efficiency (Token Usage)

HrBench N=800

5.7Avg Tokens

5

Visual Reasoning with Tool Use

HRBench 4K

76.8Accuracy

4

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Popular tasks

Visual Question Answering Real-world Understanding Fine-grained Visual Question Answering Multimodal Perception Fine-grained Visual Perception

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