Photographer-side guidance on CaptureGuide-Bench photographer-side guidance
74.3IoUShutterMuse
Evaluation Results
| Method | Links | ||||||
|---|---|---|---|---|---|---|---|
| ShutterMuseCategory=Ours2026.06 | 74.3 | 0.054 | 70.03 | 82.76 | 74.55 | 0.64 | |
| InstructCropCategory=Specialized Aesthetic Cropping Models2026.06 | 69.53 | 0.072 | 56.97 | 0 | 0 | 0.43 | |
| VenusCategory=Specialized Aesthetic Cropping Models2026.06 | 69.43 | 0.076 | 57.27 | 0 | 3.64 | 0.57 | |
| CACNetCategory=Specialized Aesthetic Cropping Models2026.06 | 68.29 | 0.08 | 54.08 | 0 | 0 | 0.52 | |
| Gemini-3.5-FlashCategory=Proprietary General MLLMs2026.06 | 66.95 | 0.076 | 41.54 | 48.28 | 67.27 | 0.5 | |
| Gemini-3.1-ProCategory=Proprietary General MLLMs2026.06 | 65.63 | 0.068 | 51.34 | 79.31 | 89.09 | 0.56 | |
| Kimi-K2.6Category=Open-source General MLLMs2026.06 | 65.44 | 0.087 | 37.92 | 0 | 90.9 | 0.47 | |
| GPT-5.5Category=Proprietary General MLLMs2026.06 | 65.44 | 0.091 | 41.84 | 10.34 | 81.82 | 0.48 | |
| GPT-5.4Category=Proprietary General MLLMs2026.06 | 64.72 | 0.093 | 40.06 | 10.34 | 85.45 | 0.49 | |
| Gemini-3.0-FlashCategory=Proprietary General MLLMs2026.06 | 64.1 | 0.079 | 38.58 | 55.17 | 87.27 | 0.5 | |
| Qwen3-VL-32B-InstructCategory=Open-source General MLLMs2026.06 | 63.8 | 0.101 | 35.91 | 13.79 | 98.18 | 0.47 | |
| Gemini-3.0-ProCategory=Proprietary General MLLMs2026.06 | 63.62 | 0.07 | 47.48 | 82.76 | 89.09 | 0.54 | |
| UNICCategory=Specialized Aesthetic Cropping Models2026.06 | 62.46 | 0.081 | 31.12 | 0 | 0 | 0.29 | |
| Qwen3.5-9BCategory=Open-source General MLLMs2026.06 | 61.94 | 0.094 | 30.86 | 3.45 | 83.64 | 0.45 | |
| Qwen3-VL-235B-A22B-InstructCategory=Open-source General MLLMs2026.06 | 61.84 | 0.093 | 33.53 | 20.69 | 94.55 | 0.48 | |
| Qwen3-VL-8B-InstructCategory=Open-source General MLLMs2026.06 | 55.18 | 0.105 | 18.4 | 0 | 36.36 | 0.25 | |
| Qwen3.6-27BCategory=Open-source General MLLMs2026.06 | 53.93 | 0.09 | 33.23 | 48.28 | 72.72 | 0.47 | |
| InternVL3.5-8BCategory=Open-source General MLLMs2026.06 | 42.86 | 0.127 | 8.61 | 0 | 20 | 0.15 |