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High-resolution Visual Understanding on HR-Bench 8K

95FSP

RTWI

Updated 6d ago

Evaluation Results

Method
RTWI 2026.02	95	76	-	-
SC 2026.02	93	74.8	-	-
CISC 2026.02	93	75.8	-	-
Deepconf 2026.02	93	75.8	-	-
Self-Cer. 2026.02	92.5	75.5	-	-
ZwZ-Qwen2.5-VL-7B + Q-Zoom 2026.04	92.5	66.3	79.4	-
Zoom-Refine 2026.03	92	60	76	-
ZwZ-Qwen3-VL-4B + Q-Zoom 2026.04	91.3	69.8	80.5	-
Base 2026.02	90.8	71.3	-	-
Qwen2.5-VL-7B + Q-Zoom 2026.04	90.8	63.8	77.3	-
TikArt w/o Segment Action 2026.02	89.25	61.5	75.38	-
RTWI 2026.02	89	63	-	-
CISC 2026.02	88.5	56	-	-
ZoomEye 2025.05	88.5	50	69.3	-
HyLaR-7B 2026.04	88.25	52.75	70.5	-
Self-Cer. 2026.02	88	59	-	-
ZoomEye 2026.03	88	60	74	-
ZoomEye 2026.03	88	53	70.5	-
Qwen3-VL-4B + SD-RPN 2026.04	87.5	64.8	76.1	-
Qwen3-VL-4B + Q-Zoom 2026.04	87.5	64.8	76.1	-
Qwen2.5-VL-3B + Q-Zoom 2026.04	87.3	55.5	71.4	-
HyLaR-SFT 2026.04	87.01	47.11	67.19	-
Deepconf 2026.02	87	61.8	-	-
Zoom-Refine 2026.03	87	63	75	-
DeepEyes 2025.05	86.8	58.5	72.6	-
GRPO 2026.03	86.75	68.25	77.5	-
Qwen2.5-VL-7B + DeepEyes 2026.04	86.6	58.5	72.6	-
SC 2026.02	86.5	61	-	-
Qwen2.5-VL-7B + Thyme 2026.04	86.5	57.5	72	-
Qwen2.5-VL-7B + SD-RPN 2026.04	86.5	60.5	73.5	-
Thyme 2026.04	86.5	57.5	72	-
TikArt w/o Observation 2026.02	85.25	64.75	75	-
TikArt w/o Zoom Action 2026.02	85.25	64.25	74.75	-
SIEVE 2026.03	85	67.25	76.13	-
Qwen3-VL-Instruct 2026.02	84.75	68	76.38	-
Gemini-2.5-pro 2026.02	84.5	82.75	83.62	-
TikArt 2026.02	84.5	68.25	76.38	-
Qwen2.5-VL* 2025.05	84.5	56.3	70.4	-
GRPO 2026.03	83	67.75	75.38	-
SIEVE 2026.03	83	73.5	78.25	-
Qwen3-VL-235B-A22B-Instruct 2026.02	82.25	70	76.13	-
Qwen3-VL-Instruct 2026.02	81.25	55.75	68.5	-
Vanilla* 2026.03	81	67.5	74.25	-
Vanilla* 2026.03	80.75	64	72.38	-
Pixel-Reasoner 2025.05	80	54.3	66.9	-
Monet-7B 2026.02	79.75	56.25	68	-
Monet 2026.04	79.75	56.25	68	-
Qwen2.5-VL-3B + SD-RPN 2026.04	79.5	51	65.3	-
Gemini-2.5-flash 2026.02	79	73.5	76.25	-
Qwen2.5-VL* 2025.05	78.8	51.8	65.3	-
InternVL3-8B 2026.04	78.8	59.8	69.3	-
Base 2026.02	78.3	56	-	-
Deepeyes 2026.02	77	53.25	65.13	-
ZwZ-Qwen3-VL-4B 2026.04	77	65.8	71.4	-
TikArt w/o GRPO 2026.02	76.5	70.25	73.38	-
ZoomEye 2026.04	75	54	64.5	-
Monet 2026.04	74.25	54.49	64.37	-
ZwZ-Qwen2.5-VL-7B 2026.04	73.8	57	65.4	-
Qwen3-VL-Thinking 2026.02	73.75	60.5	67.13	-
Qwen2.5-VL-7B 2026.04	73.75	53.75	63.75	-
Qwen3-VL-4B 2026.04	73.5	64	68.8	-
Qwen2.5-VL-7B 2026.04	72.8	54.5	63.6	-
DyFo 2026.03	71.5	54.5	63	-
GPT-5 2026.02	70.5	72.75	71.62	-
Qwen2.5-VL-3B 2026.04	70	47.8	58.9	-
DyFo 2026.03	69.75	53.5	61.62	-
LLaVA-OneVision-7B 2026.04	67.5	49	58.25	-
LLaVA-OneVision 2025.05	67.3	52.3	59.8	-
GPT-5-nano 2026.02	65.75	61.5	63.63	-
GPT-4o 2025.05	62	49	55.5	-
GPT-4o 2026.04	62	49	55.5	-
GPT-4o 2026.02	60.75	60	60.38	-
LLaVA-OneVision-1.5 2026.02	59.5	43.75	51.62	-
LLaVA-1.5-13B + SD-RPN 2026.04	51.8	39.8	45.8	-
LLaVA-1.5-7B + SD-RPN 2026.04	48.8	34.5	41.6	-
LLaVA-1.5-7B + Q-Zoom 2026.04	48.5	34.5	41.4	-
LLaVA-1.5-13B + ViCrop 2026.04	44.5	37	40.6	-
LLaVA-1.5-13B + S2 2026.04	41.3	44.5	42.9	-
LLaVA-1.5-7B + S2 2026.04	40.5	36.5	38.5	-
LLaVA-1.5-7B + ViCrop 2026.04	38.5	33.8	36.1	-
LLaVA-1.5-13B + Q-Zoom 2026.04	36.8	51	43.9	-
LLaVA-1.5-13B 2026.04	36.6	38.5	36.6	-
LLaVA-1.5-7B 2026.04	32.5	33.8	33.8	-
Pixel-Reasoner 2026.02	-	-	66.9	-
Thyme 2026.02	-	-	72	-
Qwen2.5-VL-7B + DeepEyesv2 2026.04	-	-	73.8	-
Gemini-3-Flash 2026.04	-	-	85	-
DeepEyes 2026.04	-	-	72.6	-
DeepEyesV2 2026.04	-	-	73.8	-
SkiLa 2026.04	-	-	66.5	-
SkiLa 2026.04	-	-	66.5	-
Qwen2.5-VL-7B-Instruct 2026.05	-	-	-	67.9
PixelReasoner 2026.05	-	-	-	66.9
Mini-o3 2026.05	-	-	-	73.3
DeepEyes 2026.05	-	-	-	72.6
Thyme 2026.05	-	-	-	72
DeepEyes-v2 2026.05	-	-	-	73.8
PyVision-RL 2026.05	-	-	-	74.3
Qwen3-VL-8B-Thinking (Agent) 2026.05	-	-	-	66.1
SFT + AXPO 2026.05	-	-	-	77