| SCF-Net: Learning Spatial Contextual Features for Large-Scale Point Cloud Segmentation | Jun 19, 2021 | 3D Semantic SegmentationDecoder | CodeCode Available | 1 |
| Learning Calibrated Medical Image Segmentation via Multi-Rater Agreement Modeling | Jun 19, 2021 | DiagnosticImage Segmentation | CodeCode Available | 1 |
| Point 4D Transformer Networks for Spatio-Temporal Modeling in Point Cloud Videos | Jun 19, 2021 | 3D Action RecognitionAction Recognition | CodeCode Available | 1 |
| CGA-Net: Category Guided Aggregation for Point Cloud Semantic Segmentation | Jun 19, 2021 | SegmentationSemantic Segmentation | CodeCode Available | 1 |
| Delving Deep Into Many-to-Many Attention for Few-Shot Video Object Segmentation | Jun 19, 2021 | Meta-LearningSemantic Segmentation | CodeCode Available | 1 |
| Medical Matting: A New Perspective on Medical Segmentation with Uncertainty | Jun 18, 2021 | Image MattingImage Segmentation | CodeCode Available | 1 |
| How to train your ViT? Data, Augmentation, and Regularization in Vision Transformers | Jun 18, 2021 | Data Augmentationimage-classification | CodeCode Available | 1 |
| End-to-End Semi-Supervised Object Detection with Soft Teacher | Jun 16, 2021 | Instance Segmentationobject-detection | CodeCode Available | 1 |
| Positional Contrastive Learning for Volumetric Medical Image Segmentation | Jun 16, 2021 | Contrastive Learningimage-classification | CodeCode Available | 1 |
| Self-Supervised Learning with Kernel Dependence Maximization | Jun 15, 2021 | Depth EstimationLinear evaluation | CodeCode Available | 1 |
| Wavelength-based Attributed Deep Neural Network for Underwater Image Restoration | Jun 15, 2021 | 2D Pose EstimationImage Restoration | CodeCode Available | 1 |
| Object-Guided Instance Segmentation With Auxiliary Feature Refinement for Biological Images | Jun 14, 2021 | Instance SegmentationObject | CodeCode Available | 1 |
| DS-TransUNet:Dual Swin Transformer U-Net for Medical Image Segmentation | Jun 12, 2021 | DecoderImage Segmentation | CodeCode Available | 1 |
| HR-NAS: Searching Efficient High-Resolution Neural Architectures with Lightweight Transformers | Jun 11, 2021 | image-classificationImage Classification | CodeCode Available | 1 |
| The Medical Segmentation Decathlon | Jun 10, 2021 | Image SegmentationSegmentation | CodeCode Available | 1 |
| ST++: Make Self-training Work Better for Semi-supervised Semantic Segmentation | Jun 9, 2021 | Semantic SegmentationSemi-Supervised Semantic Segmentation | CodeCode Available | 1 |
| Salient Object Ranking with Position-Preserved Attention | Jun 9, 2021 | Image CroppingInstance Segmentation | CodeCode Available | 1 |
| Rethinking Space-Time Networks with Improved Memory Coverage for Efficient Video Object Segmentation | Jun 9, 2021 | Semantic SegmentationSemi-Supervised Video Object Segmentation | CodeCode Available | 1 |
| Affinity Attention Graph Neural Network for Weakly Supervised Semantic Segmentation | Jun 8, 2021 | Box-supervised Instance SegmentationGraph Neural Network | CodeCode Available | 1 |
| On the Connection between Local Attention and Dynamic Depth-wise Convolution | Jun 8, 2021 | object-detectionObject Detection | CodeCode Available | 1 |
| Document-level Relation Extraction as Semantic Segmentation | Jun 7, 2021 | Document-level Relation ExtractionRelation | CodeCode Available | 1 |
| Shuffle Transformer: Rethinking Spatial Shuffle for Vision Transformer | Jun 7, 2021 | image-classificationImage Classification | CodeCode Available | 1 |
| Source-Free Open Compound Domain Adaptation in Semantic Segmentation | Jun 7, 2021 | Domain AdaptationDomain Generalization | CodeCode Available | 1 |
| Vision Transformers with Hierarchical Attention | Jun 6, 2021 | image-classificationImage Classification | CodeCode Available | 1 |
| Combinatorial Optimization for Panoptic Segmentation: A Fully Differentiable Approach | Jun 6, 2021 | Combinatorial OptimizationInstance Segmentation | CodeCode Available | 1 |
| Large-scale Unsupervised Semantic Segmentation | Jun 6, 2021 | DiversityRepresentation Learning | CodeCode Available | 1 |
| Few-Shot Segmentation via Cycle-Consistent Transformer | Jun 4, 2021 | Few-Shot Semantic SegmentationSegmentation | CodeCode Available | 1 |
| Detect, consolidate, delineate: scalable mapping of field boundaries using satellite images | Jun 4, 2021 | Instance SegmentationSemantic Segmentation | CodeCode Available | 1 |
| SOLQ: Segmenting Objects by Learning Queries | Jun 4, 2021 | Instance SegmentationObject Detection | CodeCode Available | 1 |
| Associating Objects with Transformers for Video Object Segmentation | Jun 4, 2021 | ObjectOne-shot visual object segmentation | CodeCode Available | 1 |
| Container: Context Aggregation Network | Jun 2, 2021 | Image ClassificationInductive Bias | CodeCode Available | 1 |
| Semi-Supervised Semantic Segmentation with Cross Pseudo Supervision | Jun 2, 2021 | SegmentationSemantic Segmentation | CodeCode Available | 1 |
| DLA-Net: Learning Dual Local Attention Features for Semantic Segmentation of Large-Scale Building Facade Point Clouds | Jun 1, 2021 | 3D Semantic SegmentationDecoder | CodeCode Available | 1 |
| Anti-aliasing Semantic Reconstruction for Few-Shot Semantic Segmentation | Jun 1, 2021 | Few-Shot LearningFew-Shot Semantic Segmentation | CodeCode Available | 1 |
| TransVOS: Video Object Segmentation with Transformers | Jun 1, 2021 | ObjectOne-shot visual object segmentation | CodeCode Available | 1 |
| Detecting Anomalies in Semantic Segmentation with Prototypes | Jun 1, 2021 | Anomaly SegmentationSegmentation | CodeCode Available | 1 |
| nnDetection: A Self-configuring Method for Medical Object Detection | Jun 1, 2021 | DiagnosticImage Segmentation | CodeCode Available | 1 |
| SegFormer: Simple and Efficient Design for Semantic Segmentation with Transformers | May 31, 2021 | 2D Semantic SegmentationC++ code | CodeCode Available | 1 |
| Unsupervised Joint Learning of Depth, Optical Flow, Ego-motion from Video | May 30, 2021 | Depth EstimationOptical Flow Estimation | CodeCode Available | 1 |
| Polygonal Point Set Tracking | May 30, 2021 | Semantic SegmentationVideo Object Segmentation | CodeCode Available | 1 |
| EPSANet: An Efficient Pyramid Squeeze Attention Block on Convolutional Neural Network | May 30, 2021 | image-classificationImage Classification | CodeCode Available | 1 |
| DAAIN: Detection of Anomalous and Adversarial Input using Normalizing Flows | May 30, 2021 | GPUImage Segmentation | CodeCode Available | 1 |
| Less is More: Pay Less Attention in Vision Transformers | May 29, 2021 | image-classificationImage Classification | CodeCode Available | 1 |
| Fast and Accurate Scene Parsing via Bi-direction Alignment Networks | May 25, 2021 | Scene ParsingSemantic Segmentation | CodeCode Available | 1 |
| BoundarySqueeze: Image Segmentation as Boundary Squeezing | May 25, 2021 | Image SegmentationInstance Segmentation | CodeCode Available | 1 |
| Attention-guided Temporally Coherent Video Object Matting | May 24, 2021 | Image MattingObject | CodeCode Available | 1 |
| A self-supervised learning strategy for postoperative brain cavity segmentation simulating resections | May 24, 2021 | Image SegmentationSegmentation | CodeCode Available | 1 |
| LineCounter: Learning Handwritten Text Line Segmentation by Counting | May 24, 2021 | Handwritten Text Recognitionobject-detection | CodeCode Available | 1 |
| VS-Net: Voting with Segmentation for Visual Localization | May 23, 2021 | SegmentationSemantic Segmentation | CodeCode Available | 1 |
| FCCDN: Feature Constraint Network for VHR Image Change Detection | May 23, 2021 | Change DetectionDecoder | CodeCode Available | 1 |
