Pre-trained models, data, code & materials from the paper "ImageNet-trained CNNs are biased towards texture; increasing shape bias improves accuracy and robustness" (ICLR 2019 Oral)
☆811May 2, 2023Updated 2 years ago
Alternatives and similar repositories for texture-vs-shape
Users that are interested in texture-vs-shape are comparing it to the libraries listed below. We may earn a commission when you buy through links labeled 'Ad' on this page.
Sorting:
- Code to create Stylized-ImageNet, a stylized version of standard ImageNet (ICLR 2019 Oral)☆524Feb 16, 2026Updated last month
- Benchmark your model on out-of-distribution datasets with carefully collected human comparison data (NeurIPS 2021 Oral)☆359Apr 17, 2025Updated 11 months ago
- Data, code & materials from the paper "Generalisation in humans and deep neural networks" (NeurIPS 2018)☆95Aug 14, 2023Updated 2 years ago
- Corruption and Perturbation Robustness (ICLR 2019)☆1,139Aug 24, 2022Updated 3 years ago
- A script that applies the AdaIN style transfer method to arbitrary datasets☆166Jul 5, 2021Updated 4 years ago
- Virtual machines for every use case on DigitalOcean • AdGet dependable uptime with 99.99% SLA, simple security tools, and predictable monthly pricing with DigitalOcean's virtual machines, called Droplets.
- Pretrained bag-of-local-features neural networks☆315Aug 21, 2019Updated 6 years ago
- Trained model weights, training and evaluation code from the paper "A simple way to make neural networks robust against diverse image cor…☆62May 24, 2023Updated 2 years ago
- ImageNet-Sketch data set for evaluating model's ability in learning (out-of-domain) semantics at ImageNet scale☆234May 26, 2022Updated 3 years ago
- ImageNet-R(endition) and DeepAugment (ICCV 2021)☆280Jul 23, 2021Updated 4 years ago
- Code for our paper "Informative Dropout for Robust Representation Learning: A Shape-bias Perspective" (ICML 2020)☆125Dec 8, 2022Updated 3 years ago
- pip install antialiased-cnns to improve stability and accuracy☆1,681Apr 8, 2024Updated last year
- Datasets for the paper "Adversarial Examples are not Bugs, They Are Features"☆187Sep 17, 2020Updated 5 years ago
- ☆143Oct 2, 2020Updated 5 years ago
- Official Pytorch implementation of CutMix regularizer☆1,245Sep 16, 2020Updated 5 years ago
- Managed hosting for WordPress and PHP on Cloudways • AdManaged hosting with the flexibility to host WordPress, Magento, Laravel, or PHP apps, on multiple cloud providers. Cloudways by DigitalOcean.
- Official code for the CVPR 2024 Paper "Can Biases in ImageNet Models Explain Generalization?".☆13Jun 24, 2024Updated last year
- Pytorch implementation of convolutional neural network visualization techniques☆8,203Jan 1, 2025Updated last year
- Notebooks for reproducing the paper "Computer Vision with a Single (Robust) Classifier"☆129Oct 24, 2019Updated 6 years ago
- [arXiv 2019] "Contrastive Multiview Coding", also contains implementations for MoCo and InstDis☆1,334Nov 10, 2020Updated 5 years ago
- AugMix: A Simple Data Processing Method to Improve Robustness and Uncertainty☆988Mar 12, 2026Updated 2 weeks ago
- A new test set for ImageNet☆263May 13, 2023Updated 2 years ago
- Example implementation for the paper: (ICLR Oral) Learning Robust Representations by Projecting Superficial Statistics Out☆27Apr 7, 2021Updated 4 years ago
- Unofficial pytorch implementation of 'Arbitrary Style Transfer in Real-time with Adaptive Instance Normalization' [Huang+, ICCV2017]☆1,167Jan 23, 2024Updated 2 years ago
- ImageNet classifier with state-of-the-art adversarial robustness☆685Dec 31, 2019Updated 6 years ago
- Managed hosting for WordPress and PHP on Cloudways • AdManaged hosting with the flexibility to host WordPress, Magento, Laravel, or PHP apps, on multiple cloud providers. Cloudways by DigitalOcean.
- Code and models for the paper Shape-Texture Debiased Neural Network Training (ICLR 2021)☆111Aug 4, 2023Updated 2 years ago
- A library for experimenting with, training and evaluating neural networks, with a focus on adversarial robustness.☆943Jan 11, 2024Updated 2 years ago
- Scaling and Benchmarking Self-Supervised Visual Representation Learning☆587Oct 12, 2021Updated 4 years ago
- Unofficial pytorch implementation of Fourier Heat Map proposed in 'A Fourier Perspective on Model Robustness in Computer Vision' [Yin+, N…☆75May 3, 2024Updated last year
- Official Pytorch implementation of ReBias (Learning De-biased Representations with Biased Representations), ICML 2020☆175Jul 25, 2024Updated last year
- Standardizing weights to accelerate micro-batch training☆548Feb 26, 2022Updated 4 years ago
- VISSL is FAIR's library of extensible, modular and scalable components for SOTA Self-Supervised Learning with images.☆3,294Mar 3, 2024Updated 2 years ago
- This repository reproduces the results of the paper: "Fixing the train-test resolution discrepancy" https://arxiv.org/abs/1906.06423☆1,044Aug 11, 2021Updated 4 years ago
- LPIPS metric. pip install lpips☆4,190Jul 2, 2024Updated last year
- Proton VPN Special Offer - Get 70% off • AdSpecial partner offer. Trusted by over 100 million users worldwide. Tested, Approved and Recommended by Experts.
- Official Implementation of 'Fast AutoAugment' in PyTorch.☆1,610Jun 16, 2021Updated 4 years ago
- Official repository for "Intriguing Properties of Vision Transformers" (NeurIPS 2021--Spotlight)☆183Aug 9, 2022Updated 3 years ago
- Code for "Robustness May Be at Odds with Accuracy"☆90Mar 24, 2023Updated 3 years ago
- The author's officially unofficial PyTorch BigGAN implementation.☆2,926Jul 19, 2023Updated 2 years ago
- ☆405Sep 22, 2022Updated 3 years ago
- Repository for the CVPR19 oral paper "Domain Generalization by Solving Jigsaw Puzzles"☆252Dec 8, 2022Updated 3 years ago
- SimCLRv2 - Big Self-Supervised Models are Strong Semi-Supervised Learners☆4,465May 22, 2023Updated 2 years ago