| PointRend: Image Segmentation as Rendering | Dec 17, 2019 | Image SegmentationInstance Segmentation | CodeCode Available | 1 |
| UNet++: Redesigning Skip Connections to Exploit Multiscale Features in Image Segmentation | Dec 11, 2019 | Computed Tomography (CT)Decoder | CodeCode Available | 1 |
| SOLO: Segmenting Objects by Locations | Dec 10, 2019 | ClusteringGeneral Classification | CodeCode Available | 1 |
| Large-scale 6D Object Pose Estimation Dataset for Industrial Bin-Picking | Dec 6, 2019 | 6D Pose Estimation using RGBInstance Segmentation | CodeCode Available | 1 |
| Love Me, Love Me, Say (and Write!) that You Love Me: Enriching the WASABI Song Corpus with Lyrics Annotations | Dec 5, 2019 | Segmentation | CodeCode Available | 1 |
| The state of the art in kidney and kidney tumor segmentation in contrast-enhanced CT imaging: Results of the KiTS19 Challenge | Dec 2, 2019 | 3D Semantic SegmentationSegmentation | CodeCode Available | 1 |
| xMUDA: Cross-Modal Unsupervised Domain Adaptation for 3D Semantic Segmentation | Nov 28, 2019 | 3D Semantic SegmentationAutonomous Driving | CodeCode Available | 1 |
| Scaling Out-of-Distribution Detection for Real-World Settings | Nov 25, 2019 | Anomaly SegmentationOut-of-Distribution Detection | CodeCode Available | 1 |
| PointPainting: Sequential Fusion for 3D Object Detection | Nov 22, 2019 | 3D Object DetectionObject | CodeCode Available | 1 |
| Retinal Vessel Segmentation based on Fully Convolutional Networks | Nov 22, 2019 | Retinal Vessel SegmentationSegmentation | CodeCode Available | 1 |
| ResUNet++: An Advanced Architecture for Medical Image Segmentation | Nov 16, 2019 | Colorectal Polyps CharacterizationImage Segmentation | CodeCode Available | 1 |
| CenterMask : Real-Time Anchor-Free Instance Segmentation | Nov 15, 2019 | Instance SegmentationObject Detection | CodeCode Available | 1 |
| One Network to Segment Them All: A General, Lightweight System for Accurate 3D Medical Image Segmentation | Nov 5, 2019 | AllData Augmentation | CodeCode Available | 1 |
| Classification Calibration for Long-tail Instance Segmentation | Oct 29, 2019 | ClassificationGeneral Classification | CodeCode Available | 1 |
| BPE-Dropout: Simple and Effective Subword Regularization | Oct 29, 2019 | Machine TranslationSegmentation | CodeCode Available | 1 |
| Multi-source Domain Adaptation for Semantic Segmentation | Oct 27, 2019 | Autonomous DrivingDomain Adaptation | CodeCode Available | 1 |
| SpatialFlow: Bridging All Tasks for Panoptic Segmentation | Oct 19, 2019 | AllInstance Segmentation | CodeCode Available | 1 |
| FastSurfer -- A fast and accurate deep learning based neuroimaging pipeline | Oct 9, 2019 | Brain SegmentationDeep Learning | CodeCode Available | 1 |
| Co-Segmentation Inspired Attention Networks for Video-Based Person Re-Identification | Oct 1, 2019 | Person Re-IdentificationSegmentation | CodeCode Available | 1 |
| PolarMask: Single Shot Instance Segmentation with Polar Representation | Sep 29, 2019 | Distance regressionInstance Segmentation | CodeCode Available | 1 |
| SalsaNet: Fast Road and Vehicle Segmentation in LiDAR Point Clouds for Autonomous Driving | Sep 18, 2019 | 3D Semantic SegmentationAutonomous Driving | CodeCode Available | 1 |
| Global Aggregation then Local Distribution in Fully Convolutional Networks | Sep 16, 2019 | Instance Segmentationobject-detection | CodeCode Available | 1 |
| Adversarial Policy Gradient for Deep Learning Image Augmentation | Sep 9, 2019 | ClassificationDeep Learning | CodeCode Available | 1 |
| 3D U^2-Net: A 3D Universal U-Net for Multi-Domain Medical Image Segmentation | Sep 4, 2019 | image-classificationImage Classification | CodeCode Available | 1 |
| Demystifying Brain Tumour Segmentation Networks: Interpretability and Uncertainty Analysis | Sep 3, 2019 | Brain Tumor SegmentationMedical Diagnosis | CodeCode Available | 1 |
| Bi-Directional ConvLSTM U-Net with Densley Connected Convolutions | Aug 31, 2019 | Image SegmentationLesion Segmentation | CodeCode Available | 1 |
| Fingerspelling recognition in the wild with iterative visual attention | Aug 28, 2019 | Hand DetectionSegmentation | CodeCode Available | 1 |
| PANet: Few-Shot Image Semantic Segmentation with Prototype Alignment | Aug 18, 2019 | Few-Shot Semantic SegmentationMetric Learning | CodeCode Available | 1 |
| Efficient and Accurate Arbitrary-Shaped Text Detection with Pixel Aggregation Network | Aug 16, 2019 | Scene Text DetectionSegmentation | CodeCode Available | 1 |
| Nuclei Segmentation via a Deep Panoptic Model with Semantic Feature Fusion | Aug 10, 2019 | Instance SegmentationNuclear Segmentation | CodeCode Available | 1 |
| LVIS: A Dataset for Large Vocabulary Instance Segmentation | Aug 8, 2019 | Instance SegmentationObject | CodeCode Available | 1 |
| Incremental Learning Techniques for Semantic Segmentation | Jul 31, 2019 | Disjoint 10-1Disjoint 15-1 | CodeCode Available | 1 |
| Grid Saliency for Context Explanations of Semantic Segmentation | Jul 30, 2019 | image-classificationImage Classification | CodeCode Available | 1 |
| Overfitting of neural nets under class imbalance: Analysis and improvements for segmentation | Jul 25, 2019 | Image SegmentationSegmentation | CodeCode Available | 1 |
| Segmenting Objects in Day and Night:Edge-Conditioned CNN for Thermal Image Semantic Segmentation | Jul 24, 2019 | SegmentationSemantic Segmentation | CodeCode Available | 1 |
| Separable Convolutional LSTMs for Faster Video Segmentation | Jul 16, 2019 | GPUImage Segmentation | CodeCode Available | 1 |
| Uncertainty-aware Self-ensembling Model for Semi-supervised 3D Left Atrium Segmentation | Jul 16, 2019 | Image SegmentationLeft Atrium Segmentation | CodeCode Available | 1 |
| Deep Active Learning for Axon-Myelin Segmentation on Histology Data | Jul 11, 2019 | Active LearningAnatomy | CodeCode Available | 1 |
| Cardiac MRI Segmentation with Strong Anatomical Guarantees | Jul 5, 2019 | Cardiac SegmentationMRI segmentation | CodeCode Available | 1 |
| Fully automatic computer-aided mass detection and segmentation via pseudo-color mammograms and Mask R-CNN | Jun 28, 2019 | Image GenerationSegmentation | CodeCode Available | 1 |
| Instance Segmentation by Jointly Optimizing Spatial Embeddings and Clustering Bandwidth | Jun 26, 2019 | Autonomous DrivingClustering | CodeCode Available | 1 |
| A Partially Reversible U-Net for Memory-Efficient Volumetric Image Segmentation | Jun 14, 2019 | image-classificationImage Classification | CodeCode Available | 1 |
| Topology-Preserving Deep Image Segmentation | Jun 12, 2019 | Image SegmentationSegmentation | CodeCode Available | 1 |
| `Project & Excite' Modules for Segmentation of Volumetric Medical Scans | Jun 11, 2019 | Brain SegmentationImage Segmentation | CodeCode Available | 1 |
| PHiSeg: Capturing Uncertainty in Medical Image Segmentation | Jun 7, 2019 | Image SegmentationMedical Image Segmentation | CodeCode Available | 1 |
| Semi-supervised semantic segmentation needs strong, varied perturbations | Jun 5, 2019 | General ClassificationSegmentation | CodeCode Available | 1 |
| Uncertainty-based graph convolutional networks for organ segmentation refinement | Jun 5, 2019 | Graph LearningOrgan Segmentation | CodeCode Available | 1 |
| Zero-Shot Semantic Segmentation | Jun 3, 2019 | General ClassificationSegmentation | CodeCode Available | 1 |
| A Hierarchical Probabilistic U-Net for Modeling Multi-Scale Ambiguities | May 30, 2019 | DiversityInductive Bias | CodeCode Available | 1 |
| iSAID: A Large-scale Dataset for Instance Segmentation in Aerial Images | May 30, 2019 | Instance SegmentationObject | CodeCode Available | 1 |
