HR-Bench

Benchmarks

Task Name	Dataset Name	SOTA Result
High-resolution perception	HR Bench 4K	Overall Score87.9	126
High-resolution Visual Understanding	HR-Bench 8K	FSP95	83
High-Resolution Visual Perception	HR-Bench 4K	Accuracy89.63	79
High-Resolution Visual Perception	HR-Bench 8K	Accuracy86.88	63
Visual Reasoning	HR-Bench 4K	Overall Score0.819	54
High-resolution Visual Understanding	HR-Bench 4K	FSP96.5	49
Fine-grained Perception	HR-Bench 4K	Overall Score84.8	43
Visual Reasoning	HR-Bench 8K	Overall Score72.6	42
High-Resolution Multimodal Reasoning	HR-Bench 4K	Overall Score88.3	40
High-Resolution Multimodal Reasoning	HR-Bench 8K	Overall Score86.4	40
Fine-grained Perception	HR-Bench 8K	Average Score79.5	38
High-resolution Perception	HR-Bench 8K	Score82	37
Visual Search	HR-Bench 4K	Accuracy81.25	37
High-Resolution Visual Reasoning	HR-Bench	Score (4K)81	30
Visual Reasoning	HR-Bench 4K FSP	ACC96.5	29
Visual Search	HR-Bench 8K	Accuracy77.8	29
High-Resolution Fine-Grained Visual Perception	HR-Bench 4K	Overall Score83.9	28
High-Resolution Visual Reasoning	HR-Bench 8K	Accuracy93.5	28
High-Resolution Image Perception	HR-Bench 8K	Overall Score77.6	26
Fine-grained visual search	HR-Bench 8K	Overall Score78	24
Fine-grained visual understanding	HR-Bench 4K	Score79	24
Visual Grounded Reasoning	HR-Bench-8K	Overall Score76.3	21
Visual Grounded Reasoning	HR-Bench-4K	Overall Score79.4	21
Fine-grained Visual Reasoning	HR-Bench-4K OOD	Overall Score87.9	20
Fine-grained Visual Reasoning	HR-Bench-8K OOD	FSP Score88.5	19

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