SOTAVerified

Open Set Learning

Traditional supervised learning aims to train a classifier in the closed-set world, where training and test samples share the same label space. Open set learning (OSL) is a more challenging and realistic setting, where there exist test samples from the classes that are unseen during training. Open set recognition (OSR) is the sub-task of detecting test samples which do not come from the training.

Papers

Recently AddedMost HypedMost ActiveNeeds VerificationMost Verified

Showing 1–50 of 267 papers

TitleStatusHype
Open-Set Image Tagging with Multi-Grained Text SupervisionCode4
Open World Object Detection: A SurveyCode2
Towards Open Vocabulary Learning: A SurveyCode2
BackMix: Regularizing Open Set Recognition by Removing Underlying Fore-Background PriorsCode1
COOOL: Challenge Of Out-Of-Label A Novel Benchmark for Autonomous DrivingCode1
Open-set recognition with long-tail sonar imagesCode1
Dissecting Out-of-Distribution Detection and Open-Set Recognition: A Critical Analysis of Methods and BenchmarksCode1
Exploring Diverse Representations for Open Set RecognitionCode1
Navigating Open Set Scenarios for Skeleton-based Action RecognitionCode1
Unified Classification and Rejection: A One-versus-All FrameworkCode1
Domain Adaptive Few-Shot Open-Set LearningCode1
OpenGCD: Assisting Open World Recognition with Generalized Category DiscoveryCode1
HomOpt: A Homotopy-Based Hyperparameter Optimization MethodCode1
Distill-SODA: Distilling Self-Supervised Vision Transformer for Source-Free Open-Set Domain Adaptation in Computational PathologyCode1
Learning Adversarial Semantic Embeddings for Zero-Shot Recognition in Open WorldsCode1
Uncovering the Hidden Dynamics of Video Self-supervised Learning under Distribution ShiftsCode1
Few-Shot Open-Set Learning for On-Device Customization of KeyWord Spotting SystemsCode1
In or Out? Fixing ImageNet Out-of-Distribution Detection EvaluationCode1
torchosr -- a PyTorch extension package for Open Set Recognition models evaluation in PythonCode1
Glocal Energy-based Learning for Few-Shot Open-Set RecognitionCode1
Progressive Open Space Expansion for Open-Set Model AttributionCode1
The Devil is in the Wrongly-classified Samples: Towards Unified Open-set RecognitionCode1
Open-Set Likelihood Maximization for Few-Shot LearningCode1
Open-Set Automatic Target RecognitionCode1
OpenAUC: Towards AUC-Oriented Open-Set RecognitionCode1
Difficulty-Aware Simulator for Open Set RecognitionCode1
DenseHybrid: Hybrid Anomaly Detection for Dense Open-set RecognitionCode1
Model-Agnostic Few-Shot Open-Set RecognitionCode1
Maximum Class Separation as Inductive Bias in One MatrixCode1
OneRing: A Simple Method for Source-free Open-partial Domain AdaptationCode1
GlanceNets: Interpretabile, Leak-proof Concept-based ModelsCode1
Open Set Recognition using Vision Transformer with an Additional Detection HeadCode1
Open-set Adversarial Defense with Clean-Adversarial Mutual LearningCode1
A Unified Benchmark for the Unknown Detection Capability of Deep Neural NetworksCode1
A Unified Survey on Anomaly, Novelty, Open-Set, and Out-of-Distribution Detection: Solutions and Future ChallengesCode1
Spatial Location Constraint Prototype Loss for Open Set RecognitionCode1
Generalized Out-of-Distribution Detection: A SurveyCode1
Open-Set Recognition: a Good Closed-Set Classifier is All You Need?Code1
Evidential Deep Learning for Open Set Action RecognitionCode1
Adversarial Motorial Prototype Framework for Open Set RecognitionCode1
Learning Bounds for Open-Set LearningCode1
Conditional Variational Capsule Network for Open Set RecognitionCode1
OpenGAN: Open-Set Recognition via Open Data GenerationCode1
Learning Placeholders for Open-Set RecognitionCode1
Hierarchical Self Attention Based Autoencoder for Open-Set Human Activity RecognitionCode1
Few-shot Open-set Recognition by Transformation ConsistencyCode1
Counterfactual Zero-Shot and Open-Set Visual RecognitionCode1
Adversarial Reciprocal Points Learning for Open Set RecognitionCode1
Task-Adaptive Negative Envision for Few-Shot Open-Set RecognitionCode1
Learning Open Set Network with Discriminative Reciprocal PointsCode1
Show:102550
← PrevPage 1 of 6Next →

No leaderboard results yet.