High-performance 9-class colorectal histopathology classifier using a domain-specific CTransPath (Swin Transformer) backbone. Evaluated on CRC-VAL-HE-7K (97.33% Acc, 0.9615 Macro F1) with post-hoc temperature calibration and Swin-adapted Grad-CAM++ explainability.
grad-cam pytorch tissue-classification computational-pathology explainable-ai histopathology medical-imaging-with-deep-learning contrastive-learning temperature-scaling vision-transformer swin-transformer timm ctranspath nct-crc-he-100k crc-val-he-7k
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Sep 2, 2026 - Jupyter Notebook