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 351400 of 2262 papers

TitleStatusHype
H2RBox: Horizontal Box Annotation is All You Need for Oriented Object DetectionCode1
Hard Negative Mixing for Contrastive LearningCode1
Hi4D: 4D Instance Segmentation of Close Human InteractionCode1
Learning to Aggregate Multi-Scale Context for Instance Segmentation in Remote Sensing ImagesCode1
Deep-learning in the bioimaging wild: Handling ambiguous data with deepflash2Code1
CattleEyeView: A Multi-task Top-down View Cattle Dataset for Smarter Precision Livestock FarmingCode1
Decoupling Classifier for Boosting Few-shot Object Detection and Instance SegmentationCode1
Distilling Knowledge via Knowledge ReviewCode1
GSPN: Generative Shape Proposal Network for 3D Instance Segmentation in Point CloudCode1
Deep High-Resolution Representation Learning for Visual RecognitionCode1
BoundarySqueeze: Image Segmentation as Boundary SqueezingCode1
Divide and Conquer: 3D Point Cloud Instance Segmentation With Point-Wise BinarizationCode1
Boundary-preserving Mask R-CNNCode1
DoNet: Deep De-overlapping Network for Cytology Instance SegmentationCode1
Deep High-Resolution Representation Learning for Human Pose EstimationCode1
Guided Distillation for Semi-Supervised Instance SegmentationCode1
Hierarchical Aggregation for 3D Instance SegmentationCode1
A Robust Feature Downsampling Module for Remote Sensing Visual TasksCode1
DVIS++: Improved Decoupled Framework for Universal Video SegmentationCode1
CenterMask : Real-Time Anchor-Free Instance SegmentationCode1
CenterMask: Real-Time Anchor-Free Instance SegmentationCode1
DropIT: Dropping Intermediate Tensors for Memory-Efficient DNN TrainingCode1
CenterPoly: real-time instance segmentation using bounding polygonsCode1
CentripetalNet: Pursuing High-quality Keypoint Pairs for Object DetectionCode1
An Instance Segmentation Dataset of Yeast Cells in MicrostructuresCode1
CEDNet: A Cascade Encoder-Decoder Network for Dense PredictionCode1
Boundary-aware Contrastive Learning for Semi-supervised Nuclei Instance SegmentationCode1
Dynamic Convolution for 3D Point Cloud Instance SegmentationCode1
Boundary-assisted Region Proposal Networks for Nucleus SegmentationCode1
CHEX: CHannel EXploration for CNN Model CompressionCode1
CholecInstanceSeg: A Tool Instance Segmentation Dataset for Laparoscopic SurgeryCode1
MosaicOS: A Simple and Effective Use of Object-Centric Images for Long-Tailed Object DetectionCode1
A Comparative Evaluation of Deep Learning Techniques for Photovoltaic Panel Detection from Aerial ImagesCode1
Graph Relation Distillation for Efficient Biomedical Instance SegmentationCode1
CISCA and CytoDArk0: a Cell Instance Segmentation and Classification method for histo(patho)logical image Analyses and a new, open, Nissl-stained dataset for brain cytoarchitecture studiesCode1
Efficient Multi-Task RGB-D Scene Analysis for Indoor EnvironmentsCode1
GradAug: A New Regularization Method for Deep Neural NetworksCode1
Classification Calibration for Long-tail Instance SegmentationCode1
DCT-Mask: Discrete Cosine Transform Mask Representation for Instance SegmentationCode1
Classifying Breast Histopathology Images with a Ductal Instance-Oriented PipelineCode1
GRIT: General Robust Image Task BenchmarkCode1
Class-incremental Continual Learning for Instance Segmentation with Image-level Weak SupervisionCode1
FreePoint: Unsupervised Point Cloud Instance SegmentationCode1
Instance Segmentation of Dense and Overlapping Objects via LayeringCode1
Hierarchical Approach for Joint Semantic, Plant Instance, and Leaf Instance Segmentation in the Agricultural DomainCode1
Eigencontours: Novel Contour Descriptors Based on Low-Rank ApproximationCode1
Improving Weakly-supervised Video Instance Segmentation by Leveraging Spatio-temporal ConsistencyCode1
ClusterFormer: Clustering As A Universal Visual LearnerCode1
CycleMLP: A MLP-like Architecture for Dense PredictionCode1
Global Aggregation then Local Distribution in Fully Convolutional NetworksCode1
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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