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

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Showing 951–975 of 2262 papers

Title	Date	Tasks	Status	Score
Foveated Instance Segmentation	Mar 27, 2025	Instance SegmentationObject Recognition	CodeCode Available	5
PM-VIS+: High-Performance Video Instance Segmentation without Video Annotation	Jun 28, 2024	Instance SegmentationSegmentation	CodeCode Available	5
Indiscapes: Instance Segmentation Networks for Layout Parsing of Historical Indic Manuscripts	Dec 15, 2019	DiversityInstance Segmentation	CodeCode Available	5
Point Cloud Instance Segmentation with Semi-supervised Bounding-Box Mining	Nov 30, 2021	Instance SegmentationSemantic Segmentation	CodeCode Available	5
Foundation Models for Amodal Video Instance Segmentation in Automated Driving	Sep 21, 2024	Amodal Instance SegmentationInstance Segmentation	CodeCode Available	5
SGPN: Similarity Group Proposal Network for 3D Point Cloud Instance Segmentation	Nov 23, 2017	3D Instance Segmentation3D Object Detection	CodeCode Available	5
Pixelwise Instance Segmentation with a Dynamically Instantiated Network	Apr 7, 2017	Instance SegmentationObject	CodeCode Available	5
A Simple Single-Scale Vision Transformer for Object Localization and Instance Segmentation	Dec 17, 2021	image-classificationImage Classification	CodeCode Available	5
PixelLink: Detecting Scene Text via Instance Segmentation	Jan 4, 2018	Instance Segmentationregression	CodeCode Available	5
PersonLab: Person Pose Estimation and Instance Segmentation with a Bottom-Up, Part-Based, Geometric Embedding Model	Mar 22, 2018	Instance SegmentationKeypoint Detection	CodeCode Available	5
Fine-grained Background Representation for Weakly Supervised Semantic Segmentation	Jun 22, 2024	Contrastive LearningInstance Segmentation	CodeCode Available	5
Medical Image Fusion for High-Level Analysis: A Mutual Enhancement Framework for Unaligned PAT and MRI	Jul 4, 2024	AnatomyImage Generation	CodeCode Available	5
CircleSnake: Instance Segmentation with Circle Representation	Nov 2, 2022	Instance Segmentationobject-detection	CodeCode Available	5
InsMix: Towards Realistic Generative Data Augmentation for Nuclei Instance Segmentation	Jun 30, 2022	Data AugmentationInstance Segmentation	CodeCode Available	5
Circle Representation for Medical Instance Object Segmentation	Mar 18, 2024	Instance SegmentationObject	CodeCode Available	5
Pixel-Level Analysis for Enhancing Threat Detection in Large-Scale X-ray Security Images	Nov 1, 2021	Instance SegmentationSemantic Segmentation	CodeCode Available	5
SA3DIP: Segment Any 3D Instance with Potential 3D Priors	Nov 6, 2024	3D Instance SegmentationInstance Segmentation	CodeCode Available	5
PanoSLAM: Panoptic 3D Scene Reconstruction via Gaussian SLAM	Dec 31, 2024	3D Instance Segmentation3D Reconstruction	CodeCode Available	5
AdaptIS: Adaptive Instance Selection Network	Sep 17, 2019	Instance SegmentationPanoptic Segmentation	CodeCode Available	5
Fast Segment Anything	Jun 21, 2023	Edge DetectionImage Segmentation	CodeCode Available	5
Fast Scene Understanding for Autonomous Driving	Aug 8, 2017	Autonomous DrivingDecoder	CodeCode Available	5
Partial-Attribution Instance Segmentation for Astronomical Source Detection and Deblending	Jan 12, 2022	Instance SegmentationSemantic Segmentation	CodeCode Available	5
Faster Training of Mask R-CNN by Focusing on Instance Boundaries	Sep 19, 2018	Edge DetectionInstance Segmentation	CodeCode Available	5
Panoptic Lintention Network: Towards Efficient Navigational Perception for the Visually Impaired	Mar 6, 2021	Instance SegmentationPanoptic Segmentation	CodeCode Available	5
PartNet: A Large-scale Benchmark for Fine-grained and Hierarchical Part-level 3D Object Understanding	Dec 6, 2018	3D Instance Segmentation3D Semantic Segmentation	CodeCode Available	5

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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