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)
☆766Apr 8, 2024Updated 2 years ago
Alternatives and similar repositories for awesome_deep_learning_interpretability
Users that are interested in awesome_deep_learning_interpretability are comparing it to the libraries listed below. We may earn a commission when you buy through links labeled 'Ad' on this page.
Sorting:
- Official implementation of Score-CAM in PyTorch☆438Aug 6, 2022Updated 3 years ago
- Showing the relationship between ImageNet ID and labels and pytorch pre-trained model output ID and labels☆10Oct 11, 2020Updated 5 years ago
- Model interpretability and understanding for PyTorch☆5,622May 1, 2026Updated last week
- Pytorch implementation of convolutional neural network visualization techniques☆8,211Jan 1, 2025Updated last year
- ☆916Mar 19, 2023Updated 3 years ago
- Managed hosting for WordPress and PHP on Cloudways • AdManaged hosting for WordPress, Magento, Laravel, or PHP apps, on multiple cloud providers. Deploy in minutes on Cloudways by DigitalOcean.
- ☆226Oct 25, 2020Updated 5 years ago
- Anupam Datta, Matt Fredrikson, Klas Leino, Kaiji Lu, Shayak Sen, Zifan Wang☆18Feb 23, 2021Updated 5 years ago
- A collection of research materials on explainable AI/ML☆1,633Mar 7, 2026Updated 2 months ago
- Implementation of the paper "Shapley Explanation Networks"☆88Jan 16, 2021Updated 5 years ago
- This code package implements the prototypical part network (ProtoPNet) from the paper "This Looks Like That: Deep Learning for Interpreta…☆411May 11, 2022Updated 3 years ago
- Code implementation of LFI-CAM with PyTorch☆10Jun 9, 2021Updated 4 years ago
- 《可解释的机器学习--黑盒模型可解释性理解指南》,该书为《Interpretable Machine Learning》中文版☆4,902Nov 28, 2023Updated 2 years ago
- 深度学习可解释性论文汇总☆15Mar 3, 2021Updated 5 years ago
- The code for NISTA_Net☆11Apr 7, 2023Updated 3 years ago
- Deploy to Railway using AI coding agents - Free Credits Offer • AdUse Claude Code, Codex, OpenCode, and more. Autonomous software development now has the infrastructure to match with Railway.
- Visualization toolkit for neural networks in PyTorch! Demo -->☆745Sep 21, 2023Updated 2 years ago
- Understanding Deep Networks via Extremal Perturbations and Smooth Masks☆349Jul 22, 2020Updated 5 years ago
- Interesting resources related to XAI (Explainable Artificial Intelligence)☆854May 31, 2022Updated 3 years ago
- ☆18Jun 10, 2020Updated 5 years ago
- Must-read papers on graph neural networks (GNN)☆16,763Dec 20, 2023Updated 2 years ago
- Class Activation Mapping☆1,885Sep 13, 2022Updated 3 years ago
- A curated list of awesome self-supervised methods☆6,384Feb 24, 2026Updated 2 months ago
- Advanced AI Explainability for computer vision. Support for CNNs, Vision Transformers, Classification, Object detection, Segmentation, I…☆12,795Apr 25, 2026Updated 2 weeks ago
- cvpr2024/cvpr2023/cvpr2022/cvpr2021/cvpr2020/cvpr2019/cvpr2018/cvpr2017 论文/代码/解读/直播合集,极市团队整理☆12,491Apr 25, 2024Updated 2 years ago
- GPUs on demand by Runpod - Special Offer Available • AdRun AI, ML, and HPC workloads on powerful cloud GPUs—without limits or wasted spend. Deploy GPUs in under a minute and pay by the second.
- code for "Training Interpretable Convolutional NeuralNetworks by Differentiating Class-specific Filters"☆29Jun 23, 2025Updated 10 months ago
- ☆39Apr 16, 2018Updated 8 years ago
- A unified framework of perturbation and gradient-based attribution methods for Deep Neural Networks interpretability. DeepExplain also in…☆758Aug 25, 2020Updated 5 years ago
- Related papers for robust machine learning☆562May 25, 2023Updated 2 years ago
- Awesome Knowledge-Distillation. 分类整理的知识蒸馏paper(2014-2021)。☆2,663May 30, 2023Updated 2 years ago
- Public facing deeplift repo☆872Apr 28, 2022Updated 4 years ago
- A curated list of resources for Learning with Noisy Labels☆2,717May 3, 2025Updated last year
- All about domain generalization☆847Feb 25, 2025Updated last year
- Codes for DATA: Differentiable ArchiTecture Approximation.☆11Jul 22, 2021Updated 4 years ago
- Wordpress hosting with auto-scaling - Free Trial Offer • AdFully Managed hosting for WordPress and WooCommerce businesses that need reliable, auto-scalable performance. Cloudways SafeUpdates now available.
- A curated list of Multimodal Related Research.☆1,391Aug 5, 2023Updated 2 years ago
- ☆12Jun 2, 2018Updated 7 years ago
- Light version of Network Dissection for Quantifying Interpretability of Networks☆220May 6, 2019Updated 7 years ago
- ☆14Mar 1, 2019Updated 7 years ago
- Code accompanying the NeurIPS 2020 submission "Teaching a GAN What Not to Learn."☆32Sep 3, 2021Updated 4 years ago
- Code repository for "Interpretable and Accurate Fine-grained Recognition via Region Grouping", CVPR 2020 (Oral)☆134Aug 27, 2020Updated 5 years ago
- An index of algorithms for learning causality with data☆3,261Jan 22, 2025Updated last year