Bag-level classification on Camelyon16
94.25AUCItS2CLR
Evaluation results
| Method | Links | |
|---|---|---|
| ItS2CLRfeature_extractor=ItS2CLR, aggregator=MIL aggregator2022.10 | 94.25 | |
| SimCLR + Aggregatorfeature_extractor=SimCLR, aggregator=MIL aggregator, framework=Two-stage2022.10 | 85.38 | |
| TOP (Instance+Bag Prompt Learning)Shots=16-shot2023.05 | 83.01 | |
| CoOp (Attention-pooling)Shots=16-shot, Pooling=Attention-pooling2023.05 | 80.12 | |
| Linear-Probe (Attention-pooling)Shots=16-shot, Pooling=Attention-pooling2023.05 | 78.66 | |
| TOP (Instance+Bag Prompt Learning)Shots=8-shot2023.05 | 72.87 | |
| TOP (Instance+Bag Prompt Learning)Shots=4-shot2023.05 | 71.51 | |
| TOP (Instance+Bag Prompt Learning)Shots=2-shot2023.05 | 69.58 | |
| TOP (Instance+Bag Prompt Learning)Shots=1-shot2023.05 | 67.83 | |
| CoOp (Attention-pooling)Shots=8-shot, Pooling=Attention-pooling2023.05 | 67.46 | |
| Linear-Probe (Attention-pooling)Shots=8-shot, Pooling=Attention-pooling2023.05 | 67.38 | |
| CoOp (Attention-pooling)Shots=4-shot, Pooling=Attention-pooling2023.05 | 66.39 | |
| Linear-Probe (Attention-pooling)Shots=4-shot, Pooling=Attention-pooling2023.05 | 65.94 | |
| CoOp (Attention-pooling)Shots=2-shot, Pooling=Attention-pooling2023.05 | 65.25 | |
| CoOp (Attention-pooling)Shots=1-shot, Pooling=Attention-pooling2023.05 | 64.62 | |
| Linear-Probe (Attention-pooling)Shots=2-shot, Pooling=Attention-pooling2023.05 | 61.87 | |
| Linear-Probe (Max-pooling)Shots=16-shot, Pooling=Max-pooling2023.05 | 59.47 | |
| Linear-Probe (Mean-pooling)Shots=16-shot, Pooling=Mean-pooling2023.05 | 58.16 | |
| Linear-Probe (Max-pooling)Shots=8-shot, Pooling=Max-pooling2023.05 | 58.14 | |
| Linear-Probe (Mean-pooling)Shots=8-shot, Pooling=Mean-pooling2023.05 | 56.27 | |
| Linear-Probe (Max-pooling)Shots=4-shot, Pooling=Max-pooling2023.05 | 54.17 | |
| Linear-Probe (Max-pooling)Shots=2-shot, Pooling=Max-pooling2023.05 | 54.01 | |
| Linear-Probe (Attention-pooling)Shots=1-shot, Pooling=Attention-pooling2023.05 | 53.12 | |
| Linear-Probe (Max-pooling)Shots=1-shot, Pooling=Max-pooling2023.05 | 52.68 | |
| Linear-Probe (Mean-pooling)Shots=4-shot, Pooling=Mean-pooling2023.05 | 49.3 | |
| Linear-Probe (Mean-pooling)Shots=1-shot, Pooling=Mean-pooling2023.05 | 33.57 | |
| Linear-Probe (Mean-pooling)Shots=2-shot, Pooling=Mean-pooling2023.05 | 32.35 |