Quantized Compressed Sensing Reconstruction on CelebA (64x64x3, test)
32.54PSNRDPUNet
Evaluation results
| Method | Links | ||
|---|---|---|---|
| DPUNetQuantization Bit=3 bit, Inference Time=0.13 s2026.05 | 32.54 | 94.22 | |
| DPUNetQuantization Bit=2 bit, Inference Time=0.13 s2026.05 | 31.53 | 93.57 | |
| DPUNetQuantization Bit=1 bit, Inference Time=0.13 s2026.05 | 27.08 | 89.9 | |
| QCS-SGM+Quantization Bit=3 bit, Inference Time=653 s2026.05 | 25.82 | 80.83 | |
| QCS-SGM+Quantization Bit=2 bit, Inference Time=653 s2026.05 | 24.3 | 78.28 | |
| QCS-SGMQuantization Bit=3 bit, Inference Time=224 s2026.05 | 24.24 | 78.53 | |
| Vanilla DUNQuantization Bit=3 bit, Inference Time=0.11 s2026.05 | 22.66 | 71.15 | |
| QCS-SGMQuantization Bit=2 bit, Inference Time=224 s2026.05 | 22.32 | 66.28 | |
| Vanilla DUNQuantization Bit=2 bit, Inference Time=0.11 s2026.05 | 21.15 | 67.57 | |
| Vanilla DUNQuantization Bit=1 bit, Inference Time=0.11 s2026.05 | 20.69 | 65.2 | |
| QCS-SGM+Quantization Bit=1 bit, Inference Time=653 s2026.05 | 17.27 | 66.97 | |
| QCS-SGMQuantization Bit=1 bit, Inference Time=224 s2026.05 | 15.42 | 61.96 |