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

Recently Added Most Hyped Most Active Needs Verification Most Verified

Showing 1001–1025 of 2262 papers

Title	Date	Tasks	Status	Score
Cell tracking for live-cell microscopy using an activity-prioritized assignment strategy	Oct 20, 2022	Cell TrackingInstance Segmentation	CodeCode Available	5
Panoptic-DeepLab: A Simple, Strong, and Fast Baseline for Bottom-Up Panoptic Segmentation	Nov 22, 2019	DecoderInstance Segmentation	CodeCode Available	5
Panoptic-DeepLab	Oct 10, 2019	DecoderInstance Segmentation	CodeCode Available	5
TensorMask: A Foundation for Dense Object Segmentation	Mar 28, 2019	Instance SegmentationObject	CodeCode Available	5
Panoptic Lintention Network: Towards Efficient Navigational Perception for the Visually Impaired	Mar 6, 2021	Instance SegmentationPanoptic Segmentation	CodeCode Available	5
EVA: Exploring the Limits of Masked Visual Representation Learning at Scale	Nov 14, 2022	Action ClassificationAction Recognition	CodeCode Available	5
PanoSLAM: Panoptic 3D Scene Reconstruction via Gaussian SLAM	Dec 31, 2024	3D Instance Segmentation3D Reconstruction	CodeCode Available	5
EurNet: Efficient Multi-Range Relational Modeling of Spatial Multi-Relational Data	Nov 23, 2022	image-classificationImage Classification	CodeCode Available	5
CCNet: Criss-Cross Attention for Semantic Segmentation	Nov 28, 2018	Computational EfficiencyGPU	CodeCode Available	5
Pale Transformer: A General Vision Transformer Backbone with Pale-Shaped Attention	Dec 28, 2021	Instance Segmentationobject-detection	CodeCode Available	5
Eosinophils Instance Object Segmentation on Whole Slide Imaging Using Multi-label Circle Representation	Aug 17, 2023	Cell SegmentationDiagnostic	CodeCode Available	5
CBNet: A Novel Composite Backbone Network Architecture for Object Detection	Sep 9, 2019	Instance Segmentationobject-detection	CodeCode Available	5
Palmira: A Deep Deformable Network for Instance Segmentation of Dense and Uneven Layouts in Handwritten Manuscripts	Aug 21, 2021	Instance SegmentationSegmentation	CodeCode Available	5
EOLO: Embedded Object Segmentation only Look Once	Mar 31, 2020	Distance regressionGPU	CodeCode Available	5
ENSeg: A Novel Dataset and Method for the Segmentation of Enteric Neuron Cells on Microscopy Images	Jan 21, 2025	Instance SegmentationMedical Image Segmentation	CodeCode Available	5
Enhancing Generic Segmentation with Learned Region Representations	Nov 17, 2019	Edge DetectionInstance Segmentation	CodeCode Available	5
One Step Learning, One Step Review	Jan 19, 2024	image-classificationImage Classification	CodeCode Available	5
Enhanced Masked Image Modeling for Analysis of Dental Panoramic Radiographs	Jun 18, 2023	Instance SegmentationSelf-Supervised Learning	CodeCode Available	5
Enforcing Morphological Information in Fully Convolutional Networks to Improve Cell Instance Segmentation in Fluorescence Microscopy Images	Jun 10, 2021	Cell TrackingInstance Segmentation	CodeCode Available	5
Cascade R-CNN: High Quality Object Detection and Instance Segmentation	Jun 24, 2019	Instance Segmentationobject-detection	CodeCode Available	5
End-to-end video instance segmentation via spatial-temporal graph neural networks	Mar 7, 2022	Graph Neural NetworkInstance Segmentation	CodeCode Available	5
One-stage Video Instance Segmentation: From Frame-in Frame-out to Clip-in Clip-out	Mar 12, 2022	Instance SegmentationSemantic Segmentation	CodeCode Available	5
CARAFE: Content-Aware ReAssembly of FEatures	May 6, 2019	Feature UpsamplingInstance Segmentation	CodeCode Available	5
AdaContour: Adaptive Contour Descriptor with Hierarchical Representation	Apr 12, 2024	Instance SegmentationSemantic Segmentation	CodeCode Available	5
End-to-End Learned Random Walker for Seeded Image Segmentation	May 22, 2019	Image SegmentationInstance Segmentation	CodeCode Available	5

Show:10 25 50

← PrevPage 41 of 91Next →

All datasets COCO test-dev COCO minival LVIS v1.0 val Cityscapes val ADE20K val ARMBench Occluded COCO OoDIS Separated COCO TBBR BDD100K val COCO val (panoptic labels)

Benchmark Results

#	Model	Metric	Claimed	Verified	Status
1	InternImage-H	AP50	80.8	—	Unverified
2	ResNeSt-200 (multi-scale)	AP50	70.2	—	Unverified
3	CenterMask + VoVNetV2-99 (multi-scale)	AP50	66.2	—	Unverified
4	CenterMask + VoVNetV2-57 (single-scale)	AP50	60.8	—	Unverified
5	Co-DETR	mask AP	57.1	—	Unverified
6	CBNetV2 (EVA02, single-scale)	mask AP	56.1	—	Unverified
7	ISDA (ResNet-50)	APL	55.7	—	Unverified
8	EVA	mask AP	55.5	—	Unverified
9	FD-SwinV2-G	mask AP	55.4	—	Unverified
10	Mask Frozen-DETR	mask AP	55.3	—	Unverified

#	Model	Metric	Claimed	Verified	Status
1	InternImage-B	GFLOPs	501	—	Unverified
2	Co-DETR	mask AP	56.6	—	Unverified
3	ViT-CoMer-L (Mask RCNN, DINOv2)	mask AP	55.9	—	Unverified
4	InternImage-H	mask AP	55.4	—	Unverified
5	EVA	mask AP	55	—	Unverified
6	Mask Frozen-DETR	mask AP	54.9	—	Unverified
7	MasK DINO (SwinL, multi-scale)	mask AP	54.5	—	Unverified
8	ViT-Adapter-L (HTC++, BEiTv2, O365, multi-scale)	mask AP	54.2	—	Unverified
9	GLEE-Pro	mask AP	54.2	—	Unverified
10	SwinV2-G (HTC++)	mask AP	53.7	—	Unverified