There are 1 repository under ood topic.
A collection of resources to learn object-oriented programming and related concepts for PHP developers.
💎 The Principles of OOD (SOLID) based on Uncle Bob articles.
A professionally curated list of papers, tutorials, books, videos, articles and open-source libraries etc for Out-of-distribution detection, robustness, and generalization
Software Engineering Subjects
Domain-driven design example in Java with Spring framework
[ECCV 2022] Multi-Domain Long-Tailed Recognition, Imbalanced Domain Generalization, and Beyond
We leverage 14 datasets as OOD test data and conduct evaluations on 8 NLU tasks over 21 popularly used models. Our findings confirm that the OOD accuracy in NLP tasks needs to be paid more attention to since the significant performance decay compared to ID accuracy has been found in all settings.
System design and Object Oriented Design (OOD) related interview problems and solutions.
A project to add scalable state-of-the-art out-of-distribution detection (open set recognition) support by changing two lines of code! Perform efficient inferences (i.e., do not increase inference time) and detection without classification accuracy drop, hyperparameter tuning, or collecting additional data.
The Official Implementation of the ICCV-2021 Paper: Semantically Coherent Out-of-Distribution Detection.
💠 Essential object oriented design (python, pytest, travisCI)
Paper of out of distribution detection and generalization
A project to improve out-of-distribution detection (open set recognition) and uncertainty estimation by changing a few lines of code in your project! Perform efficient inferences (i.e., do not increase inference time) without repetitive model training, hyperparameter tuning, or collecting additional data.
Official implementation for Likelihood Regret: An Out-of-Distribution Detection Score For Variational Auto-encoder at NeurIPS 2020
Official code and data for NeurIPS 2023 paper "ImageNet-Hard: The Hardest Images Remaining from a Study of the Power of Zoom and Spatial Biases in Image Classification"
Reproducing experimental results of OOD-by-MCD [Yu and Aizawa et al. ICCV 2019]
Out-of-distribution detection using the pNML regret. NeurIPS2021
A curated list of Robust Machine Learning papers/articles and recent advancements.
A Python wrapper for Affinity (CRM platform).
A practice that applies the concept of ooad & oop to implement an ordering system.
Repository for UAI 2021 paper "Know Your Limits: Uncertainty Estimation with ReLU Classifiers Fail at Reliable OOD Detection".
Multilabel Out-of-Distribution Detection
Repository for the paper "Perception Datasets for Anomaly Detection in Autonomous Driving: A Survey"
Towards Maximizing the Representation Gap between In-Domain & Out-of-Distribution Examples
[ICML 2023] "Unleashing Mask: Explore the Intrinsic Out-of-Distribution Detection Capability"
Implement the OOD milestone papers with pyotorch template style
GoF design patterns practice in Java
Companion repository for Object-Oriented Analysis & Design at National University of Kyiv-Mohyla Academy, fall semester, 2018
:books: Curated list for Causality and AI
A curated list of Distribution Shift papers/articles and recent advancements.
Paradise of Algorithms
[ICLR 2024 Spotlight] "Negative Label Guided OOD Detection with Pretrained Vision-Language Models"
Realisitic Out-of-Distribution (OOD) Detection