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 901–925 of 2262 papers

Title	Date	Tasks	Status	Score
Predicting Future Instance Segmentation by Forecasting Convolutional Features	Mar 30, 2018	Instance SegmentationOptical Flow Estimation	CodeCode Available	5
PotatoGANs: Utilizing Generative Adversarial Networks, Instance Segmentation, and Explainable AI for Enhanced Potato Disease Identification and Classification	May 12, 2024	Data AugmentationInstance Segmentation	CodeCode Available	5
Geometry-Aware Instance Segmentation with Disparity Maps	Jun 14, 2020	Instance SegmentationSemantic Segmentation	CodeCode Available	5
PPR-Net:Point-wise Pose Regression Network for Instance Segmentation and 6D Pose Estimation in Bin-picking Scenarios	Nov 3, 2019	6D Pose EstimationInstance Segmentation	CodeCode Available	5
Pose2Seg: Detection Free Human Instance Segmentation	Mar 28, 2018	2D Human Pose EstimationHuman Instance Segmentation	CodeCode Available	5
Precise Location Matching Improves Dense Contrastive Learning in Digital Pathology	Dec 23, 2022	Contrastive LearningInstance Segmentation	CodeCode Available	5
Prohibited Items Segmentation via Occlusion-aware Bilayer Modeling	Jun 13, 2025	DecoderImage Segmentation	CodeCode Available	5
Pyramid Mask Text Detector	Mar 28, 2019	ClusteringInstance Segmentation	CodeCode Available	5
Union-over-Intersections: Object Detection beyond Winner-Takes-All	Nov 30, 2023	AllInstance Segmentation	CodeCode Available	5
ColorMAE: Exploring data-independent masking strategies in Masked AutoEncoders	Jul 17, 2024	Image ClassificationInstance Segmentation	CodeCode Available	5
Generator evaluator-selector net for panoptic image segmentation and splitting unfamiliar objects into parts	Aug 24, 2019	Image SegmentationInstance Segmentation	CodeCode Available	5
COIN: Confidence Score-Guided Distillation for Annotation-Free Cell Segmentation	Mar 14, 2025	Cell SegmentationInstance Segmentation	CodeCode Available	5
Generative Denoise Distillation: Simple Stochastic Noises Induce Efficient Knowledge Transfer for Dense Prediction	Jan 16, 2024	Instance SegmentationKnowledge Distillation	CodeCode Available	5
Polyp-SES: Automatic Polyp Segmentation with Self-Enriched Semantic Model	Oct 2, 2024	Instance SegmentationMedical Image Segmentation	CodeCode Available	5
Co-Fusion: Real-time Segmentation, Tracking and Fusion of Multiple Objects	Jun 20, 2017	Instance SegmentationObject	CodeCode Available	5
Associatively Segmenting Instances and Semantics in Point Clouds	Feb 26, 2019	3D Instance Segmentation3D Semantic Segmentation	CodeCode Available	5
CoDA: Interactive Segmentation and Morphological Analysis of Dendroid Structures Exemplified on Stony Cold-Water Corals	Jun 26, 2024	Instance SegmentationInteractive Segmentation	CodeCode Available	5
PM-VIS+: High-Performance Video Instance Segmentation without Video Annotation	Jun 28, 2024	Instance SegmentationSegmentation	CodeCode Available	5
Associative Embedding: End-to-End Learning for Joint Detection and Grouping	Nov 16, 2016	2D Human Pose EstimationInstance Segmentation	CodeCode Available	5
Point Cloud Instance Segmentation with Semi-supervised Bounding-Box Mining	Nov 30, 2021	Instance SegmentationSemantic Segmentation	CodeCode Available	5
PolyTransform: Deep Polygon Transformer for Instance Segmentation	Dec 5, 2019	Instance SegmentationSegmentation	CodeCode Available	5
IM2HEIGHT: Height Estimation from Single Monocular Imagery via Fully Residual Convolutional-Deconvolutional Network	Feb 28, 2018	Instance SegmentationSemantic Segmentation	CodeCode Available	5
Gated Channel Transformation for Visual Recognition	Sep 25, 2019	General Classificationimage-classification	CodeCode Available	5
Pixelwise Instance Segmentation with a Dynamically Instantiated Network	Apr 7, 2017	Instance SegmentationObject	CodeCode Available	5
Assessment of Cell Nuclei AI Foundation Models in Kidney Pathology	Aug 9, 2024	Instance SegmentationSegmentation	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