SOTAVerified

Instance Segmentation

Instance Segmentation is a computer vision task that involves identifying and separating individual objects within an image, including detecting the boundaries of each object and assigning a unique label to each object. The goal of instance segmentation is to produce a pixel-wise segmentation map of the image, where each pixel is assigned to a specific object instance.

Image Credit: Deep Occlusion-Aware Instance Segmentation with Overlapping BiLayers, CVPR'21

Papers

Showing 22012250 of 2262 papers

TitleStatusHype
Brain Tumor Segmentation Based on Refined Fully Convolutional Neural Networks with A Hierarchical Dice LossCode0
Recurrent Pixel Embedding for Instance GroupingCode0
The ParallelEye Dataset: Constructing Large-Scale Artificial Scenes for Traffic Vision Research0
MaskLab: Instance Segmentation by Refining Object Detection with Semantic and Direction Features0
iPose: Instance-Aware 6D Pose Estimation of Partly Occluded Objects0
Recurrent Neural Networks for Semantic Instance SegmentationCode0
Learning to Segment Every ThingCode0
Exploiting the potential of unlabeled endoscopic video data with self-supervised learning0
Deep Extreme Cut: From Extreme Points to Object SegmentationCode0
Distance to Center of Mass Encoding for Instance SegmentationCode0
SGPN: Similarity Group Proposal Network for 3D Point Cloud Instance SegmentationCode0
S4Net: Single Stage Salient-Instance SegmentationCode0
Multi-Task Domain Adaptation for Deep Learning of Instance Grasping from Simulation0
The Mapillary Vistas Dataset for Semantic Understanding of Street Scenes0
SGN: Sequential Grouping Networks for Instance Segmentation0
Bounding Boxes, Segmentations and Object Coordinates: How Important Is Recognition for 3D Scene Flow Estimation in Autonomous Driving Scenarios?0
SceneNet RGB-D: Can 5M Synthetic Images Beat Generic ImageNet Pre-Training on Indoor Segmentation?0
Semi-Supervised Hierarchical Semantic Object Parsing0
Playing for Benchmarks0
Efficient Column Generation for Cell Detection and Segmentation0
Leveraging multiple datasets for deep leaf counting0
Fast Scene Understanding for Autonomous DrivingCode0
Semantic Instance Segmentation with a Discriminative Loss FunctionCode0
Augmented Reality Meets Computer Vision : Efficient Data Generation for Urban Driving Scenes0
Spatio-temporal Human Action Localisation and Instance Segmentation in Temporally Untrimmed Videos0
Deep GrabCut for Object Selection0
Indoor Scene Parsing With Instance Segmentation, Semantic Labeling and Support Relationship Inference0
Co-Fusion: Real-time Segmentation, Tracking and Fusion of Multiple ObjectsCode0
BiSeg: Simultaneous Instance Segmentation and Semantic Segmentation with Fully Convolutional Networks0
Towards Instance Segmentation with Object Priority: Prominent Object Detection and Recognition0
Instance-Level Salient Object Segmentation0
Pixelwise Instance Segmentation with a Dynamically Instantiated NetworkCode0
Pose2Instance: Harnessing Keypoints for Person Instance Segmentation0
Bootstrapping Labelled Dataset Construction for Cow Tracking and Behavior Analysis0
Semantic Instance Segmentation via Deep Metric LearningCode0
SceneNet RGB-D: 5M Photorealistic Images of Synthetic Indoor Trajectories with Ground TruthCode0
Boundary-aware Instance Segmentation0
Learning Video Object Segmentation from Static ImagesCode0
Deep Supervision with Shape Concepts for Occlusion-Aware 3D Object Parsing0
Efficient Pose and Cell Segmentation using Column Generation0
TorontoCity: Seeing the World with a Million Eyes0
Object Detection Free Instance Segmentation With Labeling Transformations0
Deep Watershed Transform for Instance SegmentationCode0
Gland Instance Segmentation Using Deep Multichannel Neural Networks0
Associative Embedding: End-to-End Learning for Joint Detection and GroupingCode0
Generative Shape Models: Joint Text Recognition and Segmentation with Very Little Training Data0
Bottom-up Instance Segmentation using Deep Higher-Order CRFs0
Gland Instance Segmentation by Deep Multichannel Neural Networks0
Gland Instance Segmentation by Deep Multichannel Side Supervision0
End-to-End Instance Segmentation with Recurrent AttentionCode0
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Benchmark Results

#ModelMetricClaimedVerifiedStatus
1InternImage-HAP5080.8Unverified
2ResNeSt-200 (multi-scale)AP5070.2Unverified
3CenterMask + VoVNetV2-99 (multi-scale)AP5066.2Unverified
4CenterMask + VoVNetV2-57 (single-scale)AP5060.8Unverified
5Co-DETRmask AP57.1Unverified
6CBNetV2 (EVA02, single-scale)mask AP56.1Unverified
7ISDA (ResNet-50)APL55.7Unverified
8EVAmask AP55.5Unverified
9FD-SwinV2-Gmask AP55.4Unverified
10Mask Frozen-DETRmask AP55.3Unverified
#ModelMetricClaimedVerifiedStatus
1InternImage-BGFLOPs501Unverified
2Co-DETRmask AP56.6Unverified
3ViT-CoMer-L (Mask RCNN, DINOv2)mask AP55.9Unverified
4InternImage-Hmask AP55.4Unverified
5EVAmask AP55Unverified
6Mask Frozen-DETRmask AP54.9Unverified
7MasK DINO (SwinL, multi-scale)mask AP54.5Unverified
8ViT-Adapter-L (HTC++, BEiTv2, O365, multi-scale)mask AP54.2Unverified
9GLEE-Promask AP54.2Unverified
10SwinV2-G (HTC++)mask AP53.7Unverified