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 1051–1075 of 2262 papers

Title	Date	Tasks	Status	Score
A Novel Deep Learning Approach Featuring Graph-Based Algorithm for Cell Segmentation and Tracking	Jan 18, 2024	Cell DetectionCell Segmentation	CodeCode Available	5
EasyMLServe: Easy Deployment of REST Machine Learning Services	Nov 26, 2022	Instance SegmentationSemantic Segmentation	CodeCode Available	5
Dynamic Multimodal Instance Segmentation guided by natural language queries	Jul 6, 2018	Instance SegmentationNatural Language Queries	CodeCode Available	5
BoxSeg: Quality-Aware and Peer-Assisted Learning for Box-supervised Instance Segmentation	Apr 7, 2025	Box-supervised Instance SegmentationInstance Segmentation	CodeCode Available	5
One Step Learning, One Step Review	Jan 19, 2024	image-classificationImage Classification	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
Recursively Refined R-CNN: Instance Segmentation with Self-RoI Rebalancing	Apr 3, 2021	Instance SegmentationObject Detection	CodeCode Available	5
Dual Thinking and Logical Processing -- Are Multi-modal Large Language Models Closing the Gap with Human Vision ?	Jun 11, 2024	Autonomous DrivingDeep Learning	CodeCode Available	5
Annolid: Annotate, Segment, and Track Anything You Need	Mar 27, 2024	Instance SegmentationSegmentation	CodeCode Available	5
Drawing the Same Bounding Box Twice? Coping Noisy Annotations in Object Detection with Repeated Labels	Sep 18, 2023	Instance Segmentationobject-detection	CodeCode Available	5
Object Propagation via Inter-Frame Attentions for Temporally Stable Video Instance Segmentation	Nov 15, 2021	Instance SegmentationSegmentation	CodeCode Available	5
Object discovery and representation networks	Mar 16, 2022	Instance SegmentationObject	CodeCode Available	5
An interpretable automated detection system for FISH-based HER2 oncogene amplification testing in histo-pathological routine images of breast and gastric cancer diagnostics	May 25, 2020	Diagnosticimage-classification	CodeCode Available	5
Domain Randomization for Scene-Specific Car Detection and Pose Estimation	Nov 14, 2018	3D Pose EstimationInstance Segmentation	CodeCode Available	5
Object Counting and Instance Segmentation with Image-level Supervision	Mar 6, 2019	Image-level Supervised Instance SegmentationInstance Segmentation	CodeCode Available	5
One Shot Model For COVID-19 Classification and Lesions Segmentation In Chest CT Scans Using LSTM With Attention Mechanism	Feb 19, 2021	COVID-19 DiagnosisCOVID-19 Image Segmentation	CodeCode Available	5
NOISe: Nuclei-Aware Osteoclast Instance Segmentation for Mouse-to-Human Domain Transfer	Apr 15, 2024	Instance SegmentationSegmentation	CodeCode Available	5
DiT: Efficient Vision Transformers with Dynamic Token Routing	Aug 7, 2023	Instance SegmentationObject	CodeCode Available	5
NextStop: An Improved Tracker For Panoptic LIDAR Segmentation Data	Jan 8, 2025	Autonomous DrivingInstance Segmentation	CodeCode Available	5
NOCTIS: Novel Object Cyclic Threshold based Instance Segmentation	Jul 2, 2025	Instance SegmentationObject	CodeCode Available	5
Distance to Center of Mass Encoding for Instance Segmentation	Nov 24, 2017	Instance SegmentationObject	CodeCode Available	5
An expert-driven data generation pipeline for histological images	Jun 3, 2024	Cell SegmentationInstance Segmentation	CodeCode Available	5
Neural Scene Decomposition for Multi-Person Motion Capture	Mar 13, 2019	3D geometry3D Pose Estimation	CodeCode Available	5
One Shot Model For COVID-19 Classification and Lesions Segmentation In Chest CT Scans Using LSTM With Attention Mechanism	Feb 19, 2021	Instance SegmentationSegmentation	CodeCode Available	5
DISCo: Deep learning, Instance Segmentation, and Correlations for cell segmentation in calcium imaging	Aug 21, 2019	Cell SegmentationClustering	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	GLEE-Pro	mask AP	54.2	—	Unverified
9	ViT-Adapter-L (HTC++, BEiTv2, O365, multi-scale)	mask AP	54.2	—	Unverified
10	SwinV2-G (HTC++)	mask AP	53.7	—	Unverified