| MSRF-Net: A Multi-Scale Residual Fusion Network for Biomedical Image Segmentation | May 16, 2021 | Image SegmentationLesion Segmentation | CodeCode Available | 1 |
| Semi-Supervised Classification and Segmentation on High Resolution Aerial Images | May 16, 2021 | Classificationimage-classification | CodeCode Available | 1 |
| Cross-Modal Progressive Comprehension for Referring Segmentation | May 15, 2021 | AttributeImage Segmentation | CodeCode Available | 1 |
| Multiattention network for semantic segmentation of fine-resolution remote sensing images | May 15, 2021 | ManagementSegmentation | CodeCode Available | 1 |
| DiscoBox: Weakly Supervised Instance Segmentation and Semantic Correspondence from Box Supervision | May 13, 2021 | Box-supervised Instance SegmentationInstance Segmentation | CodeCode Available | 1 |
| 3D Spatial Recognition without Spatially Labeled 3D | May 13, 2021 | 3D Object DetectionMultiple Instance Learning | CodeCode Available | 1 |
| A Large-Scale Benchmark for Food Image Segmentation | May 12, 2021 | Image SegmentationSegmentation | CodeCode Available | 1 |
| Segmenter: Transformer for Semantic Segmentation | May 12, 2021 | Decoderimage-classification | CodeCode Available | 1 |
| The Federated Tumor Segmentation (FeTS) Challenge | May 12, 2021 | Brain Tumor SegmentationFederated Learning | CodeCode Available | 1 |
| Incremental Few-Shot Instance Segmentation | May 11, 2021 | Few-shot Instance SegmentationInstance Segmentation | CodeCode Available | 1 |
| End-to-End Speech Translation with Pre-trained Models and Adapters: UPC at IWSLT 2021 | May 10, 2021 | DecoderSegmentation | CodeCode Available | 1 |
| CFPNet-M: A Light-Weight Encoder-Decoder Based Network for Multimodal Biomedical Image Real-Time Segmentation | May 10, 2021 | DecoderGPU | CodeCode Available | 1 |
| Video Class Agnostic Segmentation with Contrastive Learning for Autonomous Driving | May 7, 2021 | Autonomous DrivingContrastive Learning | CodeCode Available | 1 |
| Instances as Queries | May 5, 2021 | Instance SegmentationObject | CodeCode Available | 1 |
| PolarMask++: Enhanced Polar Representation for Single-Shot Instance Segmentation and Beyond | May 5, 2021 | Cell SegmentationInstance Segmentation | CodeCode Available | 1 |
| MODS -- A USV-oriented object detection and obstacle segmentation benchmark | May 5, 2021 | Collision Avoidanceobject-detection | CodeCode Available | 1 |
| Enhanced U-Net: A Feature Enhancement Network for Polyp Segmentation | May 3, 2021 | DecoderSegmentation | CodeCode Available | 1 |
| Beyond pixel-wise supervision for segmentation: A few global shape descriptors might be surprisingly good! | May 3, 2021 | Image SegmentationMedical Image Segmentation | CodeCode Available | 1 |
| Robust 3D Cell Segmentation: Extending the View of Cellpose | May 3, 2021 | Cell SegmentationInstance Segmentation | CodeCode Available | 1 |
| ISTR: End-to-End Instance Segmentation with Transformers | May 3, 2021 | Instance Segmentationobject-detection | CodeCode Available | 1 |
| Universal Weakly Supervised Segmentation by Pixel-to-Segment Contrastive Learning | May 3, 2021 | Contrastive LearningMetric Learning | CodeCode Available | 1 |
| Efficient Two-Step Networks for Temporal Action Segmentation | Apr 30, 2021 | Action SegmentationSegmentation | CodeCode Available | 1 |
| SegmentMeIfYouCan: A Benchmark for Anomaly Segmentation | Apr 30, 2021 | Anomaly SegmentationInstance Segmentation | CodeCode Available | 1 |
| Self-supervised Augmentation Consistency for Adapting Semantic Segmentation | Apr 30, 2021 | Data AugmentationDomain Adaptation | CodeCode Available | 1 |
| Sign Segmentation with Changepoint-Modulated Pseudo-Labelling | Apr 28, 2021 | Domain AdaptationSegmentation | CodeCode Available | 1 |
| Domain Adaptive Semantic Segmentation with Self-Supervised Depth Estimation | Apr 28, 2021 | Depth EstimationDepth Prediction | CodeCode Available | 1 |
| Semi-Supervised Semantic Segmentation with Pixel-Level Contrastive Learning from a Class-wise Memory Bank | Apr 27, 2021 | Contrastive LearningDomain Adaptation | CodeCode Available | 1 |
| Rethinking BiSeNet For Real-time Semantic Segmentation | Apr 27, 2021 | DecoderDichotomous Image Segmentation | CodeCode Available | 1 |
| Evidential segmentation of 3D PET/CT images | Apr 27, 2021 | Medical Image AnalysisSegmentation | CodeCode Available | 1 |
| Learning to Address Intra-segment Misclassification in Retinal Imaging | Apr 25, 2021 | Retinal Vessel SegmentationSegmentation | CodeCode Available | 1 |
| MIDeepSeg: Minimally Interactive Segmentation of Unseen Objects from Medical Images Using Deep Learning | Apr 25, 2021 | Image SegmentationInteractive Segmentation | CodeCode Available | 1 |
| NanoNet: Real-Time Polyp Segmentation in Video Capsule Endoscopy and Colonoscopy | Apr 22, 2021 | Colorectal Polyps CharacterizationInstrument Recognition | CodeCode Available | 1 |
| DANNet: A One-Stage Domain Adaptation Network for Unsupervised Nighttime Semantic Segmentation | Apr 22, 2021 | Autonomous DrivingDomain Adaptation | CodeCode Available | 1 |
| Pri3D: Can 3D Priors Help 2D Representation Learning? | Apr 22, 2021 | Contrastive LearningInstance Segmentation | CodeCode Available | 1 |
| A Closer Look at Self-training for Zero-Label Semantic Segmentation | Apr 21, 2021 | SegmentationSemantic Segmentation | CodeCode Available | 1 |
| Guided Interactive Video Object Segmentation Using Reliability-Based Attention Maps | Apr 21, 2021 | Interactive SegmentationInteractive Video Object Segmentation | CodeCode Available | 1 |
| Camouflaged Object Segmentation with Distraction Mining | Apr 21, 2021 | Camouflaged Object SegmentationDichotomous Image Segmentation | CodeCode Available | 1 |
| Flow-based Video Segmentation for Human Head and Shoulders | Apr 20, 2021 | DecoderImage Matting | CodeCode Available | 1 |
| CTNet: Context-based Tandem Network for Semantic Segmentation | Apr 20, 2021 | SegmentationSemantic Segmentation | CodeCode Available | 1 |
| A Multi-Task Deep Learning Framework for Building Footprint Segmentation | Apr 19, 2021 | Boundary DetectionDeep Learning | CodeCode Available | 1 |
| Learning Fuzzy Clustering for SPECT/CT Segmentation via Convolutional Neural Networks | Apr 17, 2021 | ClusteringImage Segmentation | CodeCode Available | 1 |
| SSPC-Net: Semi-supervised Semantic 3D Point Cloud Segmentation Network | Apr 16, 2021 | Point Cloud SegmentationScene Understanding | CodeCode Available | 1 |
| Advanced Deep Networks for 3D Mitochondria Instance Segmentation | Apr 16, 2021 | 3D Instance SegmentationDenoising | CodeCode Available | 1 |
| A De-raining semantic segmentation network for real-time foreground segmentation | Apr 16, 2021 | DecoderForeground Segmentation | CodeCode Available | 1 |
| A Simple Baseline for Semi-supervised Semantic Segmentation with Strong Data Augmentation | Apr 15, 2021 | Data Augmentationimage-classification | CodeCode Available | 1 |
| Anatomy-guided Multimodal Registration by Learning Segmentation without Ground Truth: Application to Intraprocedural CBCT/MR Liver Segmentation and Registration | Apr 14, 2021 | AnatomyDiagnostic | CodeCode Available | 1 |
| Zero-Shot Instance Segmentation | Apr 14, 2021 | Instance Segmentationobject-detection | CodeCode Available | 1 |
| All you need are a few pixels: semantic segmentation with PixelPick | Apr 13, 2021 | Active LearningAll | CodeCode Available | 1 |
| DropLoss for Long-Tail Instance Segmentation | Apr 13, 2021 | Instance Segmentationobject-detection | CodeCode Available | 1 |
| Pointly-Supervised Instance Segmentation | Apr 13, 2021 | Instance SegmentationObject | CodeCode Available | 1 |
