Image Classification on iWildCam (test)
90.24AccuracyConfidence
Evaluation results
| Method | Links | |
|---|---|---|
| ConfidenceAL Setup (Initial + Rounds x Batch Size)=100 + 10 x 202025.10 | 90.24 | |
| ParBaLS EPIGAL Setup (Initial + Rounds x Batch Size)=100 + 10 x 202025.10 | 89.77 | |
| ConfidenceAL Setup=20 + 10 x 202025.10 | 86.65 | |
| GALAXYAL Setup (Initial + Rounds x Batch Size)=100 + 10 x 202025.10 | 86.34 | |
| ParBaLS-MAP EPIGAL Setup (Initial + Rounds x Batch Size)=100 + 10 x 202025.10 | 86.17 | |
| BADGEAL Setup (Initial + Rounds x Batch Size)=100 + 10 x 202025.10 | 85.95 | |
| BADGEAL Setup=20 + 10 x 202025.10 | 83.97 | |
| Confidenceinitial_labels=100, query_schedule=10 x 102025.10 | 83.55 | |
| ParBaLS EPIGAL Setup=20 + 10 x 202025.10 | 82.98 | |
| ParBaLS EPIGAL Budget=20 + 10 x 20, Seeds=102025.10 | 82.98 | |
| GALAXYinitial_labels=100, query_schedule=10 x 102025.10 | 82.95 | |
| RandomAL Setup (Initial + Rounds x Batch Size)=100 + 10 x 202025.10 | 82.3 | |
| GALAXYAL Setup=20 + 10 x 202025.10 | 82.15 | |
| SoftmaxBALDAL setup=100 + 10 x 102025.10 | 81.72 | |
| SoftmaxBALDAL Budget=20 + 10 x 20, Seeds=102025.10 | 81.31 | |
| BADGEinitial_labels=100, query_schedule=10 x 102025.10 | 80.4 | |
| ParBaLS-MAP EPIGinitial_labels=100, query_schedule=10 x 102025.10 | 80.3 | |
| ParBaLS-MAP EPIGAL setup=100 + 10 x 102025.10 | 80.3 | |
| ParBaLS-MAP EPIGAL Setup=20 + 10 x 202025.10 | 80.26 | |
| ParBaLS-MAP EPIGAL Budget=20 + 10 x 20, Seeds=102025.10 | 80.26 | |
| ParBaLS EPIGinitial_labels=100, query_schedule=10 x 102025.10 | 80.22 | |
| ParBaLS EPIGAL setup=100 + 10 x 102025.10 | 80.22 | |
| PowerBALDAL Budget=20 + 10 x 20, Seeds=102025.10 | 79.84 | |
| SoftmaxEPIGAL setup=100 + 10 x 102025.10 | 79.83 | |
| PowerBALDAL setup=100 + 10 x 102025.10 | 79.49 | |
| GLISTERAL Setup (Initial + Rounds x Batch Size)=100 + 10 x 202025.10 | 79.29 | |
| SoftRankEPIGAL setup=100 + 10 x 102025.10 | 79.05 | |
| PowerEPIGAL Budget=20 + 10 x 20, Seeds=102025.10 | 78.93 | |
| RandomAL Setup=20 + 10 x 202025.10 | 78.58 | |
| Randominitial_labels=100, query_schedule=10 x 102025.10 | 78.31 | |
| SoftRankEPIGAL Budget=20 + 10 x 20, Seeds=102025.10 | 78.01 | |
| PowerEPIGAL setup=100 + 10 x 102025.10 | 77.38 | |
| SoftRankBALDAL setup=100 + 10 x 102025.10 | 77.03 | |
| SoftmaxEPIGAL Budget=20 + 10 x 20, Seeds=102025.10 | 76.94 | |
| BatchBALDAL setup=100 + 10 x 102025.10 | 76.92 | |
| EPIGAL Budget=20 + 10 x 20, Seeds=102025.10 | 75.71 | |
| EPIGAL setup=100 + 10 x 102025.10 | 74.72 | |
| BALDAL setup=100 + 10 x 102025.10 | 74.41 | |
| SoftRankBALDAL Budget=20 + 10 x 20, Seeds=102025.10 | 73.53 | |
| GLISTERinitial_labels=100, query_schedule=10 x 102025.10 | 73.29 | |
| CoreSetAL Setup (Initial + Rounds x Batch Size)=100 + 10 x 202025.10 | 71.95 | |
| CoreSetinitial_labels=100, query_schedule=10 x 102025.10 | 69.24 | |
| GLISTERAL Setup=20 + 10 x 202025.10 | 67.11 | |
| BALDAL Budget=20 + 10 x 20, Seeds=102025.10 | 66.73 | |
| CoreSetAL Setup=20 + 10 x 202025.10 | 60.13 |