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awesome_deep_learning_interpretability

深度学习近年来关于神经网络模型解释性的相关高引用/顶会论文(附带代码)

cvpr2021-paper-code-interpretation

cvpr2021/cvpr2020/cvpr2019/cvpr2018/cvpr2017 论文/代码/解读/直播合集，极市团队整理

czw

distill2

dplradiomics

Deep learning radiomics model related with genomics phenotypes for lymph node metastasis prediction in colorectal cancer

electron-ssr-backup

electron-ssr原作者删除了这个伟大的项目，故备份了下来，不继续开发,且用且珍惜

fftlda

Wang, Yining, et al. "Fast and Guaranteed Tensor Decomposition via Sketching." arXiv preprint arXiv:1506.04448 (2015). Downloaded from http://www.yining-wang.com/

hawkeye

Open source deep learning based fine-grained image recognition toolbox built on PyTorch🔥

image-captioning-dlct

Official pytorch implementation of paper "Duel-Level Collaborative Transformer for Image Captioning" (AAAI 2021).

labelconvert

A dataset format conversion tool for object detection and image segmentation, which supports mutual conversion between labelme, labelImg tools and YOLO, VOC, and COCO dataset formats.

ltp

Language Technology Platform

mdnet-cvpr2017

Torch implementation for MDNet: A Semantically and Visually Interpretable Medical Image Diagnosis Network

nvidia-docker

Build and run Docker containers leveraging NVIDIA GPUs

opencv

Open Source Computer Vision Library

paddledetection

Object Detection toolkit based on PaddlePaddle. It supports object detection, instance segmentation, multiple object tracking and real-time multi-person keypoint detection.

patho-gan

Patho-GAN: interpretation + medical data augmentation. Code for paper work "Explainable Diabetic Retinopathy Detection and Retinal Image Generation"

pathomicfusion

Fusing Histology and Genomics via Deep Learning - IEEE TMI

protgnn

Official implementation of AAAI'22 paper "ProtGNN: Towards Self-Explaining Graph Neural Networks"

protopool

Code for "Interpretable image classification with differentiable prototypes assignment", ECCV 2022

pyfeats

Open source software for image feature extraction.

thinkmatch

Code & pretrained models of novel deep graph matching methods.

top2vec

Top2Vec learns jointly embedded topic, document and word vectors.

transunet

This repository includes the official project of TransUNet, presented in our paper: TransUNet: Transformers Make Strong Encoders for Medical Image Segmentation.

ultradet