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 851–875 of 2262 papers

Title	Date	Tasks	Status	Score
Affinity Derivation and Graph Merge for Instance Segmentation	Nov 27, 2018	Instance SegmentationSemantic Segmentation	CodeCode Available	5
Attention-Guided Residual U-Net with SE Connection and ASPP for Watershed-Based Cell Segmentation in Microscopy Images	Oct 18, 2024	Cell SegmentationElectron Microscopy Image Segmentation	CodeCode Available	5
Rapid Automated Mapping of Clouds on Titan With Instance Segmentation	Jan 8, 2025	Instance SegmentationSemantic Segmentation	CodeCode Available	5
A Feasible Framework for Arbitrary-Shaped Scene Text Recognition	Dec 10, 2019	Instance SegmentationLanguage Modeling	CodeCode Available	5
Rain Removal in Traffic Surveillance: Does it Matter?	Oct 30, 2018	Instance SegmentationRain Removal	CodeCode Available	5
RDCNet: Instance segmentation with a minimalist recurrent residual network	Oct 2, 2020	Instance SegmentationNuclear Segmentation	CodeCode Available	5
Conditional Negative Sampling for Contrastive Learning of Visual Representations	Oct 5, 2020	Contrastive LearningInstance Segmentation	CodeCode Available	5
Attend to Who You Are: Supervising Self-Attention for Keypoint Detection and Instance-Aware Association	Nov 25, 2021	Instance SegmentationKeypoint Detection	CodeCode Available	5
Harmony: A Joint Self-Supervised and Weakly-Supervised Framework for Learning General Purpose Visual Representations	May 23, 2024	Contrastive LearningInstance Segmentation	CodeCode Available	5
Relevance Attack on Detectors	Aug 16, 2020	Autonomous DrivingDiversity	CodeCode Available	5
PWISeg: Point-based Weakly-supervised Instance Segmentation for Surgical Instruments	Nov 16, 2023	Instance SegmentationSegmentation	CodeCode Available	5
PyPotteryLens: An Open-Source Deep Learning Framework for Automated Digitisation of Archaeological Pottery Documentation	Dec 16, 2024	Instance SegmentationSemantic Segmentation	CodeCode Available	5
Prompting Vision-Language Model for Nuclei Instance Segmentation and Classification	Mar 27, 2025	Cell SegmentationContrastive Learning	CodeCode Available	5
Pyramid Mask Text Detector	Mar 28, 2019	ClusteringInstance Segmentation	CodeCode Available	5
RDSNet: A New Deep Architecture for Reciprocal Object Detection and Instance Segmentation	Dec 11, 2019	Instance SegmentationObject	CodeCode Available	5
GRAtt-VIS: Gated Residual Attention for Auto Rectifying Video Instance Segmentation	May 26, 2023	Instance SegmentationSemantic Segmentation	CodeCode Available	5
Predicting Future Instance Segmentation by Forecasting Convolutional Features	Mar 30, 2018	Instance SegmentationOptical Flow Estimation	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
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
HaDR: Applying Domain Randomization for Generating Synthetic Multimodal Dataset for Hand Instance Segmentation in Cluttered Industrial Environments	Apr 12, 2023	Hand DetectionInstance Segmentation	CodeCode Available	5
Precise Location Matching Improves Dense Contrastive Learning in Digital Pathology	Dec 23, 2022	Contrastive LearningInstance Segmentation	CodeCode Available	5
Grape detection, segmentation and tracking using deep neural networks and three-dimensional association	Jul 26, 2019	Instance SegmentationSegmentation	CodeCode Available	5
Gramian Attention Heads are Strong yet Efficient Vision Learners	Oct 25, 2023	Fine-Grained Image ClassificationInstance Segmentation	CodeCode Available	5
Pose2Seg: Detection Free Human Instance Segmentation	Mar 28, 2018	2D Human Pose EstimationHuman Instance Segmentation	CodeCode Available	5
Polyp-SES: Automatic Polyp Segmentation with Self-Enriched Semantic Model	Oct 2, 2024	Instance SegmentationMedical Image 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