Multi-task Learning on Taskonomy tiny (test)
89.75Object ClassificationAct. Align
Evaluation results
| Method | Links | |||||||||||||
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| Act. Align2024.03 | 89.75 | 52.54 | 98.69 | 98.28 | 91.04 | 81.37 | 81.99 | 96.16 | 60.23 | 65.46 | 51.84 | 52.37 | 76.64 | |
| MuDSC_AlignAlignment=Activation Alignment2024.03 | 89.75 | 55.24 | 98.7 | 98.28 | 90.77 | 81.24 | 82.3 | 96.17 | 61.85 | 65.56 | 54.21 | 54.4 | 77.37 | |
| MuDSC_ZipAlignment=Weight Zip2024.03 | 86.04 | 36.22 | 99.35 | 99.15 | 92.81 | 93.09 | 94.73 | 96.95 | 68.71 | 77.5 | 87.99 | 85.49 | 84.84 | |
| Zipit2024.03 | 84.84 | 32.51 | 99.3 | 99.08 | 93.22 | 90.39 | 93.38 | 96.99 | 69.18 | 76.62 | 86.55 | 84.28 | 83.86 | |
| Weight Zip2024.03 | 80.93 | 33.77 | 99.07 | 98.59 | 86.42 | 88.85 | 93.62 | 96 | 41.66 | 64.43 | 77.58 | 76.14 | 78.09 | |
| Rebasin2024.03 | 80.76 | 30.59 | 95.9 | 95 | 80.44 | 75.48 | 75.89 | 91.99 | 8.52 | 29.43 | 35.65 | 33.57 | 61.1 | |
| Weight Average2024.03 | 76.15 | 23.01 | 95.42 | 94.56 | 79.79 | 68.54 | 71.33 | 91.54 | -4.72 | 26.62 | 21.96 | 33.92 | 56.51 |