Dataset Interfaces: Diagnosing Model Failures Using Controllable Counterfactual Generation
☆45Feb 27, 2023Updated 3 years ago
Alternatives and similar repositories for dataset-interfaces
Users that are interested in dataset-interfaces are comparing it to the libraries listed below
Sorting:
- Distilling Model Failures as Directions in Latent Space☆47Feb 8, 2023Updated 3 years ago
- Create generated datasets and train robust classifiers☆36Sep 1, 2023Updated 2 years ago
- Official code for the paper: "Metadata Archaeology"☆19May 10, 2023Updated 2 years ago
- LANCE: Stress-testing Visual Models by Generating Language-guided Counterfactual Images☆32Nov 30, 2023Updated 2 years ago
- Bias-to-Text: Debiasing Unknown Visual Biases through Language Interpretation☆32May 21, 2023Updated 2 years ago
- Visual Representation Learning Benchmark for Self-Supervised Models☆35Apr 18, 2024Updated last year
- ☆36Sep 23, 2022Updated 3 years ago
- ☆26Feb 27, 2022Updated 4 years ago
- Official code release for the paper Trapped in texture bias? A large scale comparison of deep instance segmentation, accepted at ECCV 202…☆16Jan 16, 2024Updated 2 years ago
- ☆15Nov 6, 2022Updated 3 years ago
- This repository contains the implementation of Concept Activation Regions, a new framework to explain deep neural networks with human con…☆16Oct 7, 2022Updated 3 years ago
- ☆18May 25, 2022Updated 3 years ago
- ☆32May 24, 2023Updated 2 years ago
- CoSCL: Cooperation of Small Continual Learners is Stronger than a Big One (ECCV 2022)☆19Sep 26, 2023Updated 2 years ago
- ImageNet-CoG is a benchmark for concept generalization. It provides a full evaluation framework for pre-trained visual representations wh…☆26Oct 13, 2021Updated 4 years ago
- MetaShift: A Dataset of Datasets for Evaluating Contextual Distribution Shifts and Training Conflicts (ICLR 2022)☆108Aug 29, 2022Updated 3 years ago
- ModelDiff: A Framework for Comparing Learning Algorithms☆58Aug 15, 2023Updated 2 years ago
- Augmenting with Language-guided Image Augmentation (ALIA)☆80Oct 30, 2023Updated 2 years ago
- ImageNet Testbed, associated with the paper "Measuring Robustness to Natural Distribution Shifts in Image Classification."☆119Aug 5, 2023Updated 2 years ago
- ☆38Jun 10, 2021Updated 4 years ago
- Official code for the paper "Does CLIP's Generalization Performance Mainly Stem from High Train-Test Similarity?" (ICLR 2024)☆10Aug 26, 2024Updated last year
- Implementation of the spotlight: a method for discovering systematic errors in deep learning models☆11Oct 5, 2021Updated 4 years ago
- Benchmarking and Analyzing Generative Data for Visual Recognition☆26Jul 25, 2023Updated 2 years ago
- ☆14Feb 12, 2023Updated 3 years ago
- Implementation of GPLVM and Bayesian GPLVM in pytorch/gpytorch☆15Jun 21, 2021Updated 4 years ago
- ☆12Oct 2, 2023Updated 2 years ago
- ☆19Jul 31, 2025Updated 7 months ago
- PyTorch implementation of "A Simple Baseline for Low-Budget Active Learning".☆14Dec 22, 2021Updated 4 years ago
- Experiments for the NeurIPS 2021 paper "Cockpit: A Practical Debugging Tool for the Training of Deep Neural Networks"☆13Oct 25, 2021Updated 4 years ago
- ☆17Jun 18, 2025Updated 8 months ago
- ☆35Jun 13, 2023Updated 2 years ago
- ☆13Jul 19, 2022Updated 3 years ago
- [ICML 2023] "Robust Weight Signatures: Gaining Robustness as Easy as Patching Weights?" by Ruisi Cai, Zhenyu Zhang, Zhangyang Wang☆16May 4, 2023Updated 2 years ago
- Host CIFAR-10.2 Data Set☆13Sep 22, 2021Updated 4 years ago
- Codebase used in the paper "Foundational Models for Continual Learning: An Empirical Study of Latent Replay".☆30Jan 24, 2023Updated 3 years ago
- Official Code for the ACCV 2022 paper Diffusion Models for Counterfactual Explanations☆29Mar 12, 2025Updated 11 months ago
- Neural Laplace Control for Continuous-time Delayed Systems - an offline RL method combining Neural Laplace dynamics model and MPC planner…☆16Apr 26, 2023Updated 2 years ago
- Implementation of Concept-level Debugging of Part-Prototype Networks☆12May 9, 2023Updated 2 years ago
- ☆14Mar 4, 2024Updated last year