Medical Image Classification on Medical CLS
35.48AccuracyCHIPS
Evaluation Results
| Method | Links | |
|---|---|---|
| CHIPSBackbone=H14, Pre-training Data Scale=2.5B, Data Retention Ratio=10%2025.11 | 35.48 | |
| RandomBackbone=H14, Pre-training Data Scale=2.5B, Data Retention Ratio=10%2025.11 | 35.23 | |
| TracInBackbone=H14, Pre-training Data Scale=2.5B, Data Retention Ratio=10%2025.11 | 35.1 | |
| CHIPSBackbone=L14, Pre-training Data Scale=2.5B, Data Retention Ratio=10%2025.11 | 31.74 | |
| TracInBackbone=L14, Pre-training Data Scale=2.5B, Data Retention Ratio=10%2025.11 | 31.54 | |
| RandomBackbone=L14, Pre-training Data Scale=2.5B, Data Retention Ratio=10%2025.11 | 30.75 | |
| CHIPSBackbone=L14, Pre-training Data Scale=400M, Data Retention Ratio=10%2025.11 | 29.73 | |
| RandomBackbone=L14, Pre-training Data Scale=400M, Data Retention Ratio=10%2025.11 | 29.33 | |
| CHIPSBackbone=B32, Pre-training Data Scale=2.5B, Data Retention Ratio=10%2025.11 | 28.13 | |
| RandomBackbone=B32, Pre-training Data Scale=2.5B, Data Retention Ratio=10%2025.11 | 27.95 | |
| CHIPSBackbone=B32, Pre-training Data Scale=400M, Data Retention Ratio=10%2025.11 | 27.83 | |
| TracInBackbone=B32, Pre-training Data Scale=400M, Data Retention Ratio=10%2025.11 | 27.48 | |
| RandomBackbone=B32, Pre-training Data Scale=400M, Data Retention Ratio=10%2025.11 | 27.15 | |
| TracInBackbone=L14, Pre-training Data Scale=400M, Data Retention Ratio=10%2025.11 | 27.08 | |
| CHIPSBackbone=B16, Pre-training Data Scale=400M, Data Retention Ratio=10%2025.11 | 27.03 | |
| CHIPSBackbone=B16, Pre-training Data Scale=2.5B, Data Retention Ratio=10%2025.11 | 26.93 | |
| TracInBackbone=B16, Pre-training Data Scale=400M, Data Retention Ratio=10%2025.11 | 26.46 | |
| RandomBackbone=B16, Pre-training Data Scale=2.5B, Data Retention Ratio=10%2025.11 | 26.3 | |
| TracInBackbone=B32, Pre-training Data Scale=2.5B, Data Retention Ratio=10%2025.11 | 26.25 | |
| TracInBackbone=B16, Pre-training Data Scale=2.5B, Data Retention Ratio=10%2025.11 | 25.89 | |
| RandomBackbone=B16, Pre-training Data Scale=400M, Data Retention Ratio=10%2025.11 | 24.78 |