Deep Multi-instance Networks with Sparse Label Assignment for Whole Mammogram Classification

Benchmark Model Rank Results
suspicious-birads-4-5-no-suspicious-birads-1-2-3-per-image-classification-on-inbreastAlexNet+Sparse MIL INbr. Auto.#1AUC: 0.89
suspicious-birads-4-5-no-suspicious-birads-1-2-3-per-image-classification-on-inbreastAlexNet+Label Assign. MIL INbr. Auto.#2AUC: 0.84
suspicious-birads-4-5-no-suspicious-birads-1-2-3-per-image-classification-on-inbreastAlexNet+Max Pooling MIL#3AUC: 0.83
suspicious-birads-4-5-no-suspicious-birads-1-2-3-per-image-classification-on-inbreastAlexNet#4AUC: 0.79