Super-Resolution on Multi-organ histopathology x4 SR (val)
31.84PSNRSwinIR-Medium
Evaluation results
| Method | Links | ||||||
|---|---|---|---|---|---|---|---|
| SwinIR-MediumParams=11.90M, GFLOPs=107.11, Hardware=RTX 5070 Ti (16 GB), Precision=bfloat16, Batch size=1, Input resolution=64x64, Upscaling factor=x42026.03 | 31.84 | 84.1 | 12 | 129 | 87.9 | 0.1958 | |
| CAFlow (E3)Params=1.90M, GFLOPs=13.34, Hardware=RTX 5070 Ti (16 GB), Precision=bfloat16, Batch size=1, Input resolution=64x64, Upscaling factor=x42026.03 | 31.84 | 12.4 | 80 | 49 | 87.97 | 0.1961 | |
| SwinIR-MediumParams=11.90M, GFLOPs=107.112026.03 | 31.84 | — | — | — | 87.9 | 0.1958 | |
| CAFlow (Exit 3)Params=1.90M, GFLOPs=13.342026.03 | 31.84 | — | — | — | 87.97 | 0.1961 | |
| SwinIR-lightParams=0.93M, GFLOPs=8.72, Hardware=RTX 5070 Ti (16 GB), Precision=bfloat16, Batch size=1, Input resolution=64x64, Upscaling factor=x42026.03 | 31.76 | 60.1 | 17 | 99 | 84.94 | 0.1953 | |
| SwinIR-lightParams=0.93M, GFLOPs=8.722026.03 | 31.76 | — | — | — | 84.94 | 0.1953 | |
| CAFlow (Adp)Params=1.90M, GFLOPs=8.92, Hardware=RTX 5070 Ti (16 GB), Precision=bfloat16, Batch size=1, Input resolution=64x64, Upscaling factor=x42026.03 | 31.72 | 8.2 | 122 | 46 | 87.37 | 0.1967 | |
| CAFlow (Adaptive)Params=1.90M, GFLOPs=8.922026.03 | 31.72 | — | — | — | 87.37 | 0.1967 | |
| SRFormer-lightParams=0.87M, GFLOPs=8.25, Hardware=RTX 5070 Ti (16 GB), Precision=bfloat16, Batch size=1, Input resolution=64x64, Upscaling factor=x42026.03 | 31.55 | 44.9 | 22 | 106 | 87.18 | 0.1955 | |
| SRFormer-lightParams=0.87M, GFLOPs=8.252026.03 | 31.55 | — | — | — | 87.18 | 0.1955 | |
| EDSRParams=1.52M, GFLOPs=16.25, Hardware=RTX 5070 Ti (16 GB), Precision=bfloat16, Batch size=1, Input resolution=64x64, Upscaling factor=x42026.03 | 31.44 | 20.8 | 48 | 30 | 83.16 | 0.2003 | |
| EDSRParams=1.52M, GFLOPs=16.252026.03 | 31.44 | — | — | — | 83.16 | 0.2003 | |
| SR3Params=2.94M, GFLOPs=4,376, Hardware=RTX 5070 Ti (16 GB), Precision=bfloat16, Batch size=1, Input resolution=64x64, Upscaling factor=x42026.03 | 31.39 | 1,082.1 | 1 | 145 | 86.72 | 0.1917 | |
| SR3Params=2.94M, GFLOPs=43762026.03 | 31.39 | — | — | — | 86.72 | 0.1917 | |
| BicubicHardware=RTX 5070 Ti (16 GB), Precision=bfloat16, Batch size=1, Input resolution=64x64, Upscaling factor=x42026.03 | 29.24 | 0.9 | 1,125 | 2 | 80.96 | 0.2495 | |
| Bicubic2026.03 | 29.24 | — | — | — | 80.96 | 0.2495 | |
| CAFlow (E0)Params=1.90M, GFLOPs=3.10, Hardware=RTX 5070 Ti (16 GB), Precision=bfloat16, Batch size=1, Input resolution=64x64, Upscaling factor=x42026.03 | — | 2.4 | 418 | 22 | — | — | |
| CAFlow (E1)Params=1.90M, GFLOPs=6.07, Hardware=RTX 5070 Ti (16 GB), Precision=bfloat16, Batch size=1, Input resolution=64x64, Upscaling factor=x42026.03 | — | 4.7 | 211 | 43 | — | — | |
| CAFlow (E2)Params=1.90M, GFLOPs=9.39, Hardware=RTX 5070 Ti (16 GB), Precision=bfloat16, Batch size=1, Input resolution=64x64, Upscaling factor=x42026.03 | — | 8.2 | 122 | 47 | — | — |