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ResearchFormerly WizWand

Photographer-side guidance on CaptureGuide-Bench photographer-side guidance

74.3IoUShutterMuse

Evaluation results

Method	Links
ShutterMuse2026.06		74.3	0.054	70.03	82.76	74.55	0.64
InstructCrop2026.06		69.53	0.072	56.97	0	0	0.43
Venus2026.06		69.43	0.076	57.27	0	3.64	0.57
CACNet2026.06		68.29	0.08	54.08	0	0	0.52
Gemini-3.5-Flash2026.06		66.95	0.076	41.54	48.28	67.27	0.5
Gemini-3.1-Pro2026.06		65.63	0.068	51.34	79.31	89.09	0.56
Kimi-K2.62026.06		65.44	0.087	37.92	0	90.9	0.47
GPT-5.52026.06		65.44	0.091	41.84	10.34	81.82	0.48
GPT-5.42026.06		64.72	0.093	40.06	10.34	85.45	0.49
Gemini-3.0-Flash2026.06		64.1	0.079	38.58	55.17	87.27	0.5
Qwen3-VL-32B-Instruct2026.06		63.8	0.101	35.91	13.79	98.18	0.47
Gemini-3.0-Pro2026.06		63.62	0.07	47.48	82.76	89.09	0.54
UNIC2026.06		62.46	0.081	31.12	0	0	0.29
Qwen3.5-9B2026.06		61.94	0.094	30.86	3.45	83.64	0.45
Qwen3-VL-235B-A22B-Instruct2026.06		61.84	0.093	33.53	20.69	94.55	0.48
Qwen3-VL-8B-Instruct2026.06		55.18	0.105	18.4	0	36.36	0.25
Qwen3.6-27B2026.06		53.93	0.09	33.23	48.28	72.72	0.47
InternVL3.5-8B2026.06		42.86	0.127	8.61	0	20	0.15