Image Classification on MedMNIST 2D
82.42Top-1 Balanced AccuracyIConE-Class
Evaluation Results
| Method | Links | |
|---|---|---|
| IConE-ClassBatch Size (B)=42026.03 | 82.42 | |
| IConE-ClassBatch Size (B)=322026.03 | 82.28 | |
| IConE-ClassBatch Size (B)=162026.03 | 82.16 | |
| IConE-ClassBatch Size (B)=82026.03 | 81.97 | |
| Cross-EntropyBatch Size (B)=322026.03 | 80.67 | |
| SupConBatch Size (B)=322026.03 | 79.93 | |
| Cross-EntropyBatch Size (B)=162026.03 | 79.87 | |
| IConE-ClassBatch Size (B)=22026.03 | 79.76 | |
| Cross-EntropyBatch Size (B)=82026.03 | 79.72 | |
| SupConBatch Size (B)=162026.03 | 79.7 | |
| IConE-InstanceBatch Size (B)=322026.03 | 79.58 | |
| IConE-InstanceBatch Size (B)=162026.03 | 79.53 | |
| IConE-ClassBatch Size (B)=12026.03 | 78.71 | |
| IConE-InstanceBatch Size (B)=82026.03 | 78.56 | |
| IConE-InstanceBatch Size (B)=42026.03 | 78.43 | |
| Cross-EntropyBatch Size (B)=42026.03 | 78.17 | |
| Cross-EntropyBatch Size (B)=22026.03 | 77.05 | |
| IConE-InstanceBatch Size (B)=12026.03 | 76.81 | |
| IConE-InstanceBatch Size (B)=22026.03 | 76.37 | |
| SupConBatch Size (B)=82026.03 | 76.32 | |
| Cross-EntropyBatch Size (B)=12026.03 | 76.2 | |
| SupConBatch Size (B)=42026.03 | 74.08 | |
| SupConBatch Size (B)=12026.03 | 72.2 | |
| SupConBatch Size (B)=22026.03 | 69.99 |