3D Image Classification on 3D MedMNIST
77.14Top-1 Balanced AccuracyIConE-Class
Evaluation Results
| Method | Links | |
|---|---|---|
| IConE-ClassBatch Size (B)=162026.03 | 77.14 | |
| IConE-InstanceBatch Size (B)=162026.03 | 76.56 | |
| IConE-InstanceBatch Size (B)=42026.03 | 75.16 | |
| IConE-InstanceBatch Size (B)=322026.03 | 75.1 | |
| IConE-ClassBatch Size (B)=22026.03 | 74.49 | |
| IConE-ClassBatch Size (B)=322026.03 | 74.34 | |
| IConE-ClassBatch Size (B)=42026.03 | 74.25 | |
| IConE-InstanceBatch Size (B)=82026.03 | 73.14 | |
| Cross-EntropyBatch Size (B)=322026.03 | 73.03 | |
| SupConBatch Size (B)=82026.03 | 72.97 | |
| Cross-EntropyBatch Size (B)=42026.03 | 72.7 | |
| SupConBatch Size (B)=162026.03 | 72.59 | |
| IConE-InstanceBatch Size (B)=22026.03 | 72.27 | |
| IConE-ClassBatch Size (B)=82026.03 | 72.13 | |
| Cross-EntropyBatch Size (B)=82026.03 | 71.81 | |
| Cross-EntropyBatch Size (B)=162026.03 | 69.65 | |
| IConE-ClassBatch Size (B)=12026.03 | 69.59 | |
| IConE-InstanceBatch Size (B)=12026.03 | 68.77 | |
| SupConBatch Size (B)=322026.03 | 67.99 | |
| Cross-EntropyBatch Size (B)=22026.03 | 67.12 | |
| Cross-EntropyBatch Size (B)=12026.03 | 66.61 | |
| SupConBatch Size (B)=42026.03 | 66.5 | |
| SupConBatch Size (B)=22026.03 | 61.85 | |
| SupConBatch Size (B)=12026.03 | 59.49 |