NS-2D on VICON
0Base LossOrigin
Evaluation Results
| Method | Links | ||||
|---|---|---|---|---|---|
| OriginCompression Ratio=1, Model Size=87.8M2026.05 | 0 | 0 | 0 | 0 | |
| OriginCompression Ratio=1, Model Size=87.8M2026.05 | 0 | 0 | — | — | |
| SAFE-SVD*Compression Ratio=0.6, Model Size=52.8M2026.05 | 0.51 | 0.02 | 0.71 | 0.06 | |
| SAFE-SVDCompression Ratio=0.6, Model Size=52.8M2026.05 | 2.07 | 1.22 | 0.21 | 3.08 | |
| SAFE-SVDCompression Ratio=0.6, Model Size=52.8M2026.05 | 3.08 | 28.35 | — | — | |
| SAFE-SVD*Compression Ratio=0.6, Model Size=52.8M2026.05 | 8.52 | 28.89 | — | — | |
| SAFE-SVD*Compression Ratio=0.4, Model Size=35.3M2026.05 | 18.92 | 2.9 | 1.3 | 7.26 | |
| SAFE-SVDCompression Ratio=0.4, Model Size=35.3M2026.05 | 24.98 | 4.23 | 0.85 | 11.32 | |
| SAFE-SVD*Compression Ratio=0.4, Model Size=35.3M2026.05 | 26.11 | 27.55 | — | — | |
| SAFE-SVDCompression Ratio=0.4, Model Size=35.3M2026.05 | 27.05 | 26.91 | — | — | |
| SAES-SVDCompression Ratio=0.6, Model Size=52.7M2026.05 | 36.66 | 25.99 | — | — | |
| SVD-LLM V2Compression Ratio=0.6, Model Size=52.7M2026.05 | 47.26 | 3.31 | — | — | |
| SAES-SVDCompression Ratio=0.6, Model Size=52.7M2026.05 | 49.63 | 7.06 | 3.92 | 26.01 | |
| SVD-LLM V2Compression Ratio=0.6, Model Size=52.7M2026.05 | 73.76 | 11.74 | 5.3 | 43.87 | |
| SAES-SVDCompression Ratio=0.4, Model Size=35.2M2026.05 | 115.5 | 20.65 | — | — | |
| Dobi-SVDCompression Ratio=0.6, Model Size=52.9M2026.05 | 128.6 | 18.49 | — | — | |
| SAES-SVDCompression Ratio=0.4, Model Size=35.2M2026.05 | 156.3 | 18.1 | 8.68 | 68.4 | |
| SAFE-SVD*Compression Ratio=0.2, Model Size=17.8M2026.05 | 239.7 | 20.17 | 8.07 | 66.31 | |
| SAFE-SVD*Compression Ratio=0.2, Model Size=17.8M2026.05 | 248.3 | 17.75 | — | — | |
| SVD-LLM V2Compression Ratio=0.4, Model Size=35.7M2026.05 | 265.6 | 16.69 | — | — | |
| Dobi-SVDCompression Ratio=0.4, Model Size=37.0M2026.05 | 278.3 | 13.58 | — | — | |
| SAFE-SVDCompression Ratio=0.2, Model Size=17.8M2026.05 | 291.1 | 23.19 | 7.87 | 76.27 | |
| SAFE-SVDCompression Ratio=0.2, Model Size=17.8M2026.05 | 291.8 | 16.1 | — | — | |
| SAES-SVDCompression Ratio=0.2, Model Size=17.7M2026.05 | 432.3 | 12.12 | — | — | |
| Dobi-SVDCompression Ratio=0.2, Model Size=20.2M2026.05 | 630.2 | 7.02 | — | — | |
| SAES-SVDCompression Ratio=0.2, Model Size=17.7M2026.05 | 651.3 | 37.96 | 16.22 | 165.2 | |
| SVD-LLM V2Compression Ratio=0.4, Model Size=35.7M2026.05 | 689.5 | 32.06 | 10.96 | 136.1 | |
| FWSVDCompression Ratio=0.6, Model Size=52.7M2026.05 | 805.1 | 57.72 | — | — | |
| SVD-LLM V2Compression Ratio=0.2, Model Size=18.3M2026.05 | 1,230 | 34.89 | — | — | |
| FWSVDCompression Ratio=0.6, Model Size=52.7M2026.05 | 1,861 | 302.3 | 2.23 | 357.5 | |
| Dobi-SVDCompression Ratio=0.6, Model Size=52.9M2026.05 | 1,968 | 109.3 | 24.08 | 163.6 | |
| FWSVDCompression Ratio=0.4, Model Size=35.2M2026.05 | 2,010 | 69.01 | — | — | |
| SVD-LLM V2Compression Ratio=0.2, Model Size=18.3M2026.05 | 2,245 | 67.19 | 40.38 | 290.2 | |
| Dobi-SVDCompression Ratio=0.4, Model Size=37.0M2026.05 | 2,607 | 113.3 | 34.7 | 209.6 | |
| ASVDCompression Ratio=0.6, Model Size=52.4M2026.05 | 2,692 | 97.36 | — | — | |
| FWSVDCompression Ratio=0.2, Model Size=17.7M2026.05 | 2,769 | 66.1 | — | — | |
| ASVDCompression Ratio=0.4, Model Size=33.5M2026.05 | 2,865 | 94.7 | — | — | |
| ASVDCompression Ratio=0.2, Model Size=16.5M2026.05 | 3,016 | 94.46 | — | — | |
| Dobi-SVDCompression Ratio=0.2, Model Size=20.2M2026.05 | 3,705 | 118.8 | 46.52 | 262.2 | |
| FWSVDCompression Ratio=0.4, Model Size=35.2M2026.05 | 4,862 | 349.7 | 3.24 | 437.5 | |
| ASVDCompression Ratio=0.6, Model Size=52.4M2026.05 | 10,140 | 528.7 | 7.01 | 476.1 | |
| FWSVDCompression Ratio=0.2, Model Size=17.7M2026.05 | 11,265 | 295.8 | 29.67 | 462.3 | |
| ASVDCompression Ratio=0.4, Model Size=33.5M2026.05 | 13,064 | 532.5 | 11.34 | 490.4 | |
| ASVDCompression Ratio=0.2, Model Size=16.5M2026.05 | 15,583 | 535.6 | 12.51 | 484.5 |