| Weakly Supervised Learning of Semantic Correspondence through Cascaded Online Correspondence Refinement | Jan 1, 2023 | Multiple Instance LearningSemantic correspondence | CodeCode Available | 0 |
| RankMatch: Fostering Confidence and Consistency in Learning with Noisy Labels | Jan 1, 2023 | Learning with noisy labelsRepresentation Learning | —Unverified | 0 |
| Weakly Supervised Referring Image Segmentation with Intra-Chunk and Inter-Chunk Consistency | Jan 1, 2023 | Image SegmentationImage-text matching | —Unverified | 0 |
| Weakly Supervised Temporal Sentence Grounding With Uncertainty-Guided Self-Training | Jan 1, 2023 | Data AugmentationSentence | —Unverified | 0 |
| Modeling Video As Stochastic Processes for Fine-Grained Video Representation Learning | Jan 1, 2023 | Contrastive LearningRepresentation Learning | CodeCode Available | 1 |
| RankMix: Data Augmentation for Weakly Supervised Learning of Classifying Whole Slide Images With Diverse Sizes and Imbalanced Categories | Jan 1, 2023 | Data AugmentationWeakly-supervised Learning | CodeCode Available | 0 |
| RefCLIP: A Universal Teacher for Weakly Supervised Referring Expression Comprehension | Jan 1, 2023 | Referring ExpressionReferring Expression Comprehension | —Unverified | 0 |
| Weakly-Supervised Semantic Segmentation of Ships Using Thermal Imagery | Dec 26, 2022 | Semantic SegmentationWeakly-supervised Learning | —Unverified | 0 |
| WeCheck: Strong Factual Consistency Checker via Weakly Supervised Learning | Dec 20, 2022 | Natural Language InferenceQuestion Answering | CodeCode Available | 0 |
| THMA: Tencent HD Map AI System for Creating HD Map Annotations | Dec 14, 2022 | Active LearningWeakly-supervised Learning | —Unverified | 0 |
| Losses over Labels: Weakly Supervised Learning via Direct Loss Construction | Dec 13, 2022 | feature selectionimage-classification | CodeCode Available | 0 |
| YoloCurvSeg: You Only Label One Noisy Skeleton for Vessel-style Curvilinear Structure Segmentation | Dec 11, 2022 | Contrastive LearningImage Generation | CodeCode Available | 1 |
| Interpreting Vulnerabilities of Multi-Instance Learning to Adversarial Perturbations | Nov 30, 2022 | Anomaly DetectionImage Classification | CodeCode Available | 0 |
| Weakly Supervised Learning Significantly Reduces the Number of Labels Required for Intracranial Hemorrhage Detection on Head CT | Nov 29, 2022 | Computed Tomography (CT)Multiple Instance Learning | CodeCode Available | 0 |
| Artificial intelligence approaches for materials-by-design of energetic materials: state-of-the-art, challenges, and future directions | Nov 15, 2022 | Active LearningMeta-Learning | —Unverified | 0 |
| IRNet: Iterative Refinement Network for Noisy Partial Label Learning | Nov 9, 2022 | Data AugmentationPartial Label Learning | CodeCode Available | 1 |
| Embedding Space Augmentation for Weakly Supervised Learning in Whole-Slide Images | Oct 31, 2022 | Data AugmentationGenerative Adversarial Network | —Unverified | 0 |
| Single-Image HDR Reconstruction by Multi-Exposure Generation | Oct 28, 2022 | HDR ReconstructionTone Mapping | CodeCode Available | 1 |
| SepLL: Separating Latent Class Labels from Weak Supervision Noise | Oct 25, 2022 | text-classificationText Classification | CodeCode Available | 0 |
| Weakly Supervised Learning for Analyzing Political Campaigns on Facebook | Oct 19, 2022 | Weakly-supervised Learning | CodeCode Available | 0 |
| Weakly Supervised Learning with Automated Labels from Radiology Reports for Glioma Change Detection | Oct 18, 2022 | Change DetectionHyperparameter Optimization | —Unverified | 0 |
| Injecting Domain Knowledge from Empirical Interatomic Potentials to Neural Networks for Predicting Material Properties | Oct 14, 2022 | Drug DiscoveryTransfer Learning | CodeCode Available | 0 |
| LESS: Label-Efficient Semantic Segmentation for LiDAR Point Clouds | Oct 14, 2022 | 3D Semantic SegmentationAutonomous Driving | —Unverified | 0 |
| Label Propagation with Weak Supervision | Oct 7, 2022 | Weakly Supervised ClassificationWeakly-supervised Learning | CodeCode Available | 0 |
| COARSE3D: Class-Prototypes for Contrastive Learning in Weakly-Supervised 3D Point Cloud Segmentation | Oct 4, 2022 | 3D Semantic SegmentationContrastive Learning | CodeCode Available | 1 |
| GaIA: Graphical Information Gain based Attention Network for Weakly Supervised Point Cloud Semantic Segmentation | Oct 2, 2022 | Scene UnderstandingSegmentation | CodeCode Available | 0 |
| Weakly Supervised Formula Learner for Solving Mathematical Problems | Oct 1, 2022 | Mathematical ReasoningQuestion Answering | CodeCode Available | 0 |
| From Weakly Supervised Learning to Active Learning | Sep 23, 2022 | Active LearningWeakly-supervised Learning | —Unverified | 0 |
| SoLar: Sinkhorn Label Refinery for Imbalanced Partial-Label Learning | Sep 21, 2022 | Partial Label LearningWeakly-supervised Learning | CodeCode Available | 1 |
| Reduction from Complementary-Label Learning to Probability Estimates | Sep 20, 2022 | Weakly-supervised Learning | —Unverified | 0 |
| Unsupervised representation learning with recognition-parametrised probabilistic models | Sep 13, 2022 | image-classificationImage Classification | CodeCode Available | 0 |
| Weakly-Supervised Stitching Network for Real-World Panoramic Image Generation | Sep 13, 2022 | Deep LearningImage Generation | —Unverified | 0 |
| A Weakly Supervised Learning Framework for Salient Object Detection via Hybrid Labels | Sep 7, 2022 | object-detectionObject Detection | CodeCode Available | 1 |
| Quasi-supervised Learning for Super-resolution PET | Sep 3, 2022 | DiagnosticGenerative Adversarial Network | CodeCode Available | 0 |
| FAST-AID Brain: Fast and Accurate Segmentation Tool using Artificial Intelligence Developed for Brain | Aug 30, 2022 | AnatomyBrain Segmentation | CodeCode Available | 0 |
| Meta Objective Guided Disambiguation for Partial Label Learning | Aug 26, 2022 | Partial Label Learningvalid | —Unverified | 0 |
| Tracking by weakly-supervised learning and graph optimization for whole-embryo C. elegans lineages | Aug 24, 2022 | Cell TrackingEvent Detection | CodeCode Available | 1 |
| ProPaLL: Probabilistic Partial Label Learning | Aug 21, 2022 | Partial Label LearningWeakly-supervised Learning | —Unverified | 0 |
| Towards Label-efficient Automatic Diagnosis and Analysis: A Comprehensive Survey of Advanced Deep Learning-based Weakly-supervised, Semi-supervised and Self-supervised Techniques in Histopathological Image Analysis | Aug 18, 2022 | PrognosisRepresentation Learning | —Unverified | 0 |
| PA-Seg: Learning from Point Annotations for 3D Medical Image Segmentation using Contextual Regularization and Cross Knowledge Distillation | Aug 11, 2022 | Brain Tumor SegmentationImage Segmentation | CodeCode Available | 1 |
| Dilated Context Integrated Network with Cross-Modal Consensus for Temporal Emotion Localization in Videos | Aug 3, 2022 | Action LocalizationEmotion Classification | CodeCode Available | 0 |
| PageNet: Towards End-to-End Weakly Supervised Page-Level Handwritten Chinese Text Recognition | Jul 29, 2022 | Handwritten Chinese Text RecognitionLine Detection | CodeCode Available | 1 |
| Weakly Supervised Deep Instance Nuclei Detection using Points Annotation in 3D Cardiovascular Immunofluorescent Images | Jul 29, 2022 | Weakly-supervised Learning | —Unverified | 0 |
| Recognition of Handwritten Chinese Text by Segmentation: A Segment-annotation-free Approach | Jul 29, 2022 | Handwritten Chinese Text RecognitionSegmentation | —Unverified | 0 |
| OCTAve: 2D en face Optical Coherence Tomography Angiography Vessel Segmentation in Weakly-Supervised Learning with Locality Augmentation | Jul 25, 2022 | Image SegmentationMedical Image Segmentation | CodeCode Available | 1 |
| Computer-aided Tuberculosis Diagnosis with Attribute Reasoning Assistance | Jul 1, 2022 | AttributeRelational Reasoning | CodeCode Available | 1 |
| Feature Re-calibration based Multiple Instance Learning for Whole Slide Image Classification | Jun 22, 2022 | image-classificationImage Classification | CodeCode Available | 1 |
| Balancing Bias and Variance for Active Weakly Supervised Learning | Jun 12, 2022 | Multiple Instance LearningPrediction | CodeCode Available | 0 |
| Cardiac Adipose Tissue Segmentation via Image-Level Annotations | Jun 9, 2022 | SegmentationWeakly-supervised Learning | —Unverified | 0 |
| Hyperspherical Consistency Regularization | Jun 2, 2022 | Contrastive LearningSelf-Supervised Learning | CodeCode Available | 1 |