Pipeline mind map
Standard pipeline template for a images competition. Not yet specialised by an editor.
Data processing
- Inspect images and labels
- Resize / normalise
- Augmentation
Model design
- Pretrained CNN or ViT backbone
- Fine-tune the head first
Training
- Stratified folds
- Mixed precision
- Learning-rate schedule
Post-processing
- Test-time augmentation
- Threshold per metric
- Ensemble folds
Metric
Roc Auc Score. ROC AUC: how well your scores rank positives above negatives (0.5 random, 1.0 perfect). Only order matters.
Public baselines
Most-voted public notebooks, refreshed daily from the Kaggle API (last 2026-10-10).
- RSNA Knee baseline v1 ▲697
- RSNA Knee Abnormalities - Efficiency LB ▲539
- RSNA_Versia_7 ▲353
- Bend the Knee to the Dinosaurs ▲321
- RSNA Knee: read the report, then the knee ▲265
- rsna-knee-d4-blend ▲261
- RSNA Knee Fast 2xT4 Inference ▲246
- Bend the Knee to DinoV3 (ensembled) ▲226
- Bend the Knee to Speedy Raptors-The Original ⭐⭐⭐⭐⭐ ▲221
- Head and shoulders, knees and toes ▲203
- rsna-knee-0942-restructured ▲184
- Knee MRI: twelve findings from a single model ▲180
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