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Semi Supervised Learning for Medical Image Segmentation, a collection of literature reviews and code implementations.
CM-NAS: Cross-Modality Neural Architecture Search for Visible-Infrared Person Re-Identification (ICCV2021)
Multimodal Information Bottleneck: Learning Minimal Sufficient Unimodal and Multimodal Representations (MIB for multimodal sentiment analysis)
[ICLR 2024]Implementation of "Prototypical Information Bottlenecking and Disentangling for Multimodal Cancer Survival Prediction"
NestedFormer: Nested Modality-Aware Transformer for Brain Tumor Segmentation (MICCAI 2022)
MISA: Modality-Invariant and -Specific Representations for Multimodal Sentiment Analysis
Hand-crafted radiomics and deep learning-based radiomcis features extraction.
Attention-Challenging Multiple Instance Learning for Whole Slide Image Classification (ECCV2024)
A SlidingWindow-Free Accurate and Fast 3D Medical Image Segmentation Framework
The PyTorch implementation the Smooth Grad [https://arxiv.org/pdf/1706.03825.pdf] and Integrated Gradients [https://arxiv.org/pdf/1703.01365.pdf] for NLP Models.
Efficient Multi-Scale 3D Convolutional Neural Network for Segmentation of 3D Medical Scans
Brain tumor segmentation for MICCAI 2017 BraTS challenge
Some accessible radiomics datas were provided in this link.
Pan-Cancer Integrative Histology-Genomic Analysis via Multimodal Deep Learning - Cancer Cell
PyTorch code for Vision Transformers training with the Self-Supervised learning method DINO
This repo provides the official code for : 1) TransBTS: Multimodal Brain Tumor Segmentation Using Transformer (https://arxiv.org/abs/2103.04430) , accepted by MICCAI2021. 2) TransBTSV2: Towards Bet…
PyTorch implementation of MAE https//arxiv.org/abs/2111.06377
Open source tools for computational pathology - Nature BME
Hierarchical Image Pyramid Transformer - CVPR 2022 (Oral)
Multimodal Co-Attention Transformer for Survival Prediction in Gigapixel Whole Slide Images - ICCV 2021
This repo holds the code of TransFuse: Fusing Transformers and CNNs for Medical Image Segmentation
[MedIA Journal] An ultimately comprehensive paper list of Vision Transformer/Attention, including papers, codes, and related websites
Pytorch reimplementation of the Vision Transformer (An Image is Worth 16x16 Words: Transformers for Image Recognition at Scale)
Cross-Scale Fusion Transformer for Histopathological Image Classification