Free-form image cropping on GAICD
88.9Acc@1/5Cropper
Evaluation results
| Method | Links | ||||||||||||
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| Cropper2024.08 | 88.9 | 85.9 | 83.1 | 79.4 | 84.3 | 98.2 | 97.2 | 96.4 | 94.3 | 96.5 | 0.904 | 0.86 | |
| CROPCategory=VLM, Year=20252026.05 | 86.2 | — | — | — | — | 94.8 | — | — | — | — | — | — | |
| ProCropCategory=Retrieval-based, Year=20252026.05 | 85.4 | — | — | — | — | 94.2 | — | — | — | — | — | — | |
| Jia et alCategory=Saliency prediction, Year=20222026.05 | 81.5 | — | — | — | — | 91 | — | — | — | — | — | — | |
| CropperCategory=VLM + Retrieval-based, Year=20252026.05 | 73.4 | — | — | — | — | 90.6 | — | — | — | — | — | — | |
| Chao et al.2024.08 | 70 | 66.9 | 62.5 | 59.8 | 64.8 | 86.8 | 84.5 | 82.9 | 79.8 | 83.3 | 0.872 | 0.893 | |
| Wang et alCategory=Saliency prediction, Year=20232026.05 | 70 | — | — | — | — | 86.8 | — | — | — | — | — | — | |
| TransView2024.08 | 69 | 66.9 | 61.9 | 57.8 | 63.9 | 85.4 | 84.1 | 81.3 | 78.6 | 82.4 | 0.857 | 0.88 | |
| CACNetCategory=Saliency prediction, Year=20212026.05 | 68.8 | — | — | — | — | 85.4 | — | — | — | — | — | — | |
| GAIC2024.08 | 68.2 | 64.3 | 61.3 | 58.5 | 63.1 | 84.4 | 82.7 | 80.7 | 78.7 | 81.6 | 0.849 | 0.874 | |
| GAICCategory=View ranking, Year=20202026.05 | 68.2 | — | — | — | — | 84.4 | — | — | — | — | — | — | |
| CGS2024.08 | 63 | 62.3 | 58.8 | 54.9 | 59.7 | 81.5 | 79.5 | 77 | 73.3 | 77.8 | 0.795 | — | |
| CGSCategory=View ranking, Year=20202026.05 | 63 | — | — | — | — | 81.5 | — | — | — | — | — | — | |
| VENCategory=View ranking, Year=20182026.05 | 40.5 | — | — | — | — | 54 | — | — | — | — | — | — | |
| VPNCategory=View ranking, Year=20182026.05 | 40 | — | — | — | — | 49.5 | — | — | — | — | — | — | |
| VEN2024.08 | 37.5 | 35 | 35.3 | 34.2 | 35.5 | 50.5 | 49.2 | 48.4 | 46.4 | 48.6 | 0.616 | 0.662 | |
| VPN2024.08 | 36 | — | — | — | — | 48.5 | — | — | — | — | — | — | |
| VFNCategory=View ranking, Year=20172026.05 | 27 | — | — | — | — | 39 | — | — | — | — | — | — | |
| GPT-5Category=VLM, Year=20252026.05 | 26.9 | — | — | — | — | 37.8 | — | — | — | — | — | — | |
| VFN2024.08 | 26.6 | 26.5 | 26.7 | 25.7 | 26.4 | 40.6 | 40.2 | 40.3 | 39.3 | 40.1 | 0.485 | 0.503 | |
| A2RL2024.08 | 23.2 | — | — | — | — | 39.5 | — | — | — | — | — | — | |
| A2-RLCategory=View ranking, Year=20182026.05 | 23.2 | — | — | — | — | 39.5 | — | — | — | — | — | — | |
| SmartcropCategory=Hand-crafted features, Year=20142026.05 | 6.6 | — | — | — | — | 12.8 | — | — | — | — | — | — |