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 701–725 of 2262 papers

Title	Date	Tasks	Status	Hype	Score
Enhancing Geometric Factors in Model Learning and Inference for Object Detection and Instance Segmentation	May 7, 2020	ClusteringGPU	CodeCode Available	1	5
Learning Cross-Representation Affinity Consistency for Sparsely Supervised Biomedical Instance Segmentation	Jan 1, 2023	Instance SegmentationPseudo Label	CodeCode Available	1	5
Efficient Attention: Attention with Linear Complexities	Dec 4, 2018	Depth EstimationExtractive Text Summarization	CodeCode Available	1	5
Panoptic Segmentation: A Review	Nov 19, 2021	Autonomous DrivingCrowd Counting	CodeCode Available	1	5
3D Part Guided Image Editing for Fine-Grained Object Understanding	Jun 1, 2020	Autonomous DrivingInstance Segmentation	CodeCode Available	1	5
Learning Object Bounding Boxes for 3D Instance Segmentation on Point Clouds	Jun 4, 2019	3D Instance SegmentationClustering	CodeCode Available	1	5
Exploring Data-Efficient 3D Scene Understanding with Contrastive Scene Contexts	Dec 16, 2020	3D Semantic SegmentationInstance Segmentation	CodeCode Available	1	5
PaCa-ViT: Learning Patch-to-Cluster Attention in Vision Transformers	Mar 22, 2022	Clusteringimage-classification	CodeCode Available	1	5
Learning to Aggregate Multi-Scale Context for Instance Segmentation in Remote Sensing Images	Nov 22, 2021	Instance SegmentationObject Detection	CodeCode Available	1	5
Learning RGB-D Feature Embeddings for Unseen Object Instance Segmentation	Jul 30, 2020	ClusteringInstance Segmentation	CodeCode Available	1	5
Panoptic-PolarNet: Proposal-free LiDAR Point Cloud Panoptic Segmentation	Mar 27, 2021	ClusteringInstance Segmentation	CodeCode Available	1	5
Self-Supervised Unseen Object Instance Segmentation via Long-Term Robot Interaction	Feb 7, 2023	Instance SegmentationMulti-Object Tracking	CodeCode Available	1	5
EPSANet: An Efficient Pyramid Squeeze Attention Block on Convolutional Neural Network	May 30, 2021	image-classificationImage Classification	CodeCode Available	1	5
EPSNet: Efficient Panoptic Segmentation Network with Cross-layer Attention Fusion	Mar 23, 2020	GPUInstance Segmentation	CodeCode Available	1	5
CBNet: A Composite Backbone Network Architecture for Object Detection	Jul 1, 2021	Instance SegmentationObject	CodeCode Available	1	5
Equalization Loss v2: A New Gradient Balance Approach for Long-tailed Object Detection	Dec 15, 2020	Instance SegmentationLong-tailed Object Detection	CodeCode Available	1	5
Semantic-Promoted Debiasing and Background Disambiguation for Zero-Shot Instance Segmentation	May 22, 2023	Instance SegmentationSegmentation	CodeCode Available	1	5
Semantic Segmentation-Assisted Instance Feature Fusion for Multi-Level 3D Part Instance Segmentation	Aug 9, 2022	3D Instance Segmentation3D Part Segmentation	CodeCode Available	1	5
CDNet: Centripetal Direction Network for Nuclear Instance Segmentation	Jan 1, 2021	Instance SegmentationSegmentation	CodeCode Available	1	5
Learning Universal Shape Dictionary for Realtime Instance Segmentation	Dec 2, 2020	Explainable ModelsGPU	CodeCode Available	1	5
Deep High-Resolution Representation Learning for Visual Recognition	Aug 20, 2019	Dichotomous Image SegmentationFace Alignment	CodeCode Available	1	5
Evaluation Study on SAM 2 for Class-agnostic Instance-level Segmentation	Sep 4, 2024	Dichotomous Image SegmentationImage Segmentation	CodeCode Available	1	5
Panoptic Feature Fusion Net: A Novel Instance Segmentation Paradigm for Biomedical and Biological Images	Feb 15, 2020	Instance SegmentationMedical Image Segmentation	CodeCode Available	1	5
EViT: An Eagle Vision Transformer with Bi-Fovea Self-Attention	Oct 10, 2023	Computational Efficiencyimage-classification	CodeCode Available	1	5
Decoupling Classifier for Boosting Few-shot Object Detection and Instance Segmentation	May 20, 2025	Few-Shot Object DetectionInstance Segmentation	CodeCode Available	1	5

Show:10 25 50

← PrevPage 29 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	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