Checkpoint Ranking on Group I mixed supervision checkpoints (train)
75Recall@1NLEEP
Evaluation results
| Method | Links | ||||||
|---|---|---|---|---|---|---|---|
| NLEEPGFLOPS=12.852020.11 | 75 | 99.65 | 75 | 99.65 | 84.3 | 76 | |
| Linear (converged)GFLOPS=5.33E42020.11 | 50 | 99.63 | 75 | 99.65 | 68.97 | 53.43 | |
| Linear (5 epoch)GFLOPS=4.97E42020.11 | 25 | 98.79 | 50 | 98.94 | 49.77 | 32.33 | |
| Fine-tune (1 epoch)GFLOPS=6.51E52020.11 | 25 | 97.45 | 25 | 97.66 | 30.25 | 22.15 | |
| Linear (1 epoch)GFLOPS=4.95E42020.11 | 0 | 96.97 | 25 | 98.79 | 23.56 | 18.44 | |
| Fine-tune (5 epoch)GFLOPS=4.28E62020.11 | 0 | 91.09 | 25 | 98.61 | 48.19 | 36.78 | |
| MI (α=0.01)GFLOPS=1.62E52020.11 | 0 | 64.67 | 0 | 87.96 | 2.39 | -0.31 | |
| MI (α=0.50)GFLOPS=1.62E52020.11 | 0 | 66.71 | 25 | 90.31 | -4.91 | -13.05 | |
| MI w/ PCA (α=0.01)GFLOPS=5.58E42020.11 | 0 | 89.45 | 50 | 99.27 | 16.16 | 20.67 | |
| MI w/ PCA (α=0.50)GFLOPS=5.58E42020.11 | 0 | 86.49 | 25 | 94.28 | -24.72 | -16.06 |