Image Classification on TinyImageNet (test val)
56.73AccuracyBADGE
Evaluation results
| Method | Links | |
|---|---|---|
| BADGEModel=ResNet-18, Candidate Model Used?=Yes, Time Saved (hrs)=0.00, Annotation Simulation Time (hrs)=44.662026.05 | 56.73 | |
| LC (Pre-trained)Model=ResNet-18, Candidate Model Used?=Yes, Time Saved (hrs)=0.00, Annotation Simulation Time (hrs)=29.872026.05 | 56.43 | |
| Bengar et al.Model=ResNet-18, Candidate Model Used?=Yes, Time Saved (hrs)=0.002026.05 | 56 | |
| Ours (LC)Model=ResNet-18, Candidate Model Used?=No, Time Saved (hrs)=1.20, Annotation Simulation Time (hrs)=29.872026.05 | 55.99 | |
| Ours (HCLC)Model=ResNet-18, Candidate Model Used?=No, Time Saved (hrs)=1.20, Annotation Simulation Time (hrs)=29.872026.05 | 55.92 | |
| Ours (HC)Model=ResNet-18, Candidate Model Used?=No, Time Saved (hrs)=1.20, Annotation Simulation Time (hrs)=29.872026.05 | 54.94 | |
| SSALModel=ResNet-18, Candidate Model Used?=Yes, Time Saved (hrs)=0.002026.05 | 54.5 | |
| DQASModel=ResNet-18, Candidate Model Used?=Yes, Time Saved (hrs)=0.002026.05 | 53.42 | |
| Progressive Active LearningModel=ResNet-18, Candidate Model Used?=Yes, Time Saved (hrs)=0.002026.05 | 52.1 | |
| Hu et al.Model=ResNet-18, Candidate Model Used?=Yes, Time Saved (hrs)=0.002026.05 | 52 | |
| Bengar et al.Model=ResNet-18, Candidate Model Used?=Yes, Time Saved (hrs)=0.002026.05 | 51 | |
| GLISTERModel=ResNet-18, Candidate Model Used?=Yes, Time Saved (hrs)=0.00, Annotation Simulation Time (hrs)=27.212026.05 | 50.85 | |
| BUALModel=ResNet-18, Candidate Model Used?=Yes, Time Saved (hrs)=0.002026.05 | 46.5 | |
| CoresetModel=ResNet-18, Candidate Model Used?=Yes, Time Saved (hrs)=0.00, Query Size=50K2026.05 | 45.2 | |
| Hu et al.Model=ResNet-18, Candidate Model Used?=Yes, Time Saved (hrs)=0.002026.05 | 44.1 | |
| Yoo et al.Model=ResNet-18, Candidate Model Used?=Yes, Time Saved (hrs)=0.002026.05 | 42.7 | |
| ALPFModel=ResNet-18, Candidate Model Used?=Yes, Time Saved (hrs)=0.00, Query Size=50K2026.05 | 42.7 | |
| Learning LossModel=ResNet-18, Candidate Model Used?=Yes, Time Saved (hrs)=0.00, Query Size=10K2026.05 | 42.1 | |
| FeatPropModel=ResNet-18, Candidate Model Used?=Yes, Time Saved (hrs)=0.00, Query Size=10K2026.05 | 41.8 | |
| VAALModel=ResNet-18, Candidate Model Used?=Yes, Time Saved (hrs)=0.00, Query Size=10K2026.05 | 39.8 | |
| Jung et al.Model=ResNet-18, Candidate Model Used?=Yes, Time Saved (hrs)=0.002026.05 | 39.79 | |
| Sinha et al.Model=ResNet-18, Candidate Model Used?=Yes, Time Saved (hrs)=0.002026.05 | 35 | |
| Random (baseline)Model=ResNet-18, Candidate Model Used?=No, Query Size=10K2026.05 | 34.5 | |
| BAITModel=ResNet-18, Candidate Model Used?=Yes, Time Saved (hrs)=0.00, Annotation Simulation Time (hrs)=53.922026.05 | 34.13 |