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 1101–1125 of 2262 papers

Title	Date	Tasks	Status	Hype
DeVIS: Making Deformable Transformers Work for Video Instance Segmentation	Jul 22, 2022	Instance Segmentationobject-detection	CodeCode Available	1
In Defense of Online Models for Video Instance Segmentation	Jul 21, 2022	Contrastive LearningInstance Segmentation	CodeCode Available	2
NeuralBF: Neural Bilateral Filtering for Top-down Instance Segmentation on Point Clouds	Jul 20, 2022	Instance SegmentationSemantic Segmentation	—Unverified	0
Self-Supervised Interactive Object Segmentation Through a Singulation-and-Grasping Approach	Jul 19, 2022	Instance SegmentationInteractive Segmentation	—Unverified	0
Box-supervised Instance Segmentation with Level Set Evolution	Jul 19, 2022	Box-supervised Instance SegmentationInstance Segmentation	CodeCode Available	2
Vision Transformers: From Semantic Segmentation to Dense Prediction	Jul 19, 2022	image-classificationImage Classification	CodeCode Available	3
KinD-LCE Curve Estimation And Retinex Fusion On Low-Light Image	Jul 19, 2022	Instance Segmentationobject-detection	—Unverified	0
3D Instances as 1D Kernels	Jul 15, 2022	3D Instance SegmentationInstance Segmentation	CodeCode Available	1
Graph CNN for Moving Object Detection in Complex Environments from Unseen Videos	Jul 13, 2022	Change DetectionDeep Learning	—Unverified	0
3D Concept Grounding on Neural Fields	Jul 13, 2022	Instance SegmentationQuestion Answering	—Unverified	0
YOLO2U-Net: Detection-Guided 3D Instance Segmentation for Microscopy	Jul 13, 2022	3D Instance SegmentationInstance Segmentation	—Unverified	0
Online Video Instance Segmentation via Robust Context Fusion	Jul 12, 2022	Instance SegmentationSegmentation	—Unverified	0
Wave-ViT: Unifying Wavelet and Transformers for Visual Representation Learning	Jul 11, 2022	Image ClassificationInstance Segmentation	CodeCode Available	2
Efficient Multi-Task RGB-D Scene Analysis for Indoor Environments	Jul 10, 2022	Instance SegmentationPanoptic Segmentation	CodeCode Available	1
A Mask Attention Interaction and Scale Enhancement Network for SAR Ship Instance Segmentation	Jul 8, 2022	Instance SegmentationSegmentation	—Unverified	0
An Embedding-Dynamic Approach to Self-supervised Learning	Jul 7, 2022	Classificationimage-classification	—Unverified	0
OSFormer: One-Stage Camouflaged Instance Segmentation with Transformers	Jul 5, 2022	Instance SegmentationSemantic Segmentation	CodeCode Available	1
Segmenting Moving Objects via an Object-Centric Layered Representation	Jul 5, 2022	Instance SegmentationMotion Segmentation	CodeCode Available	1
Vision-based Uneven BEV Representation Learning with Polar Rasterization and Surface Estimation	Jul 5, 2022	GPUInstance Segmentation	CodeCode Available	1
A Survey on Label-efficient Deep Image Segmentation: Bridging the Gap between Weak Supervision and Dense Prediction	Jul 4, 2022	Image SegmentationInstance Segmentation	—Unverified	0
Domain Adaptive Nuclei Instance Segmentation and Classification via Category-aware Feature Alignment and Pseudo-labelling	Jul 4, 2022	ClassificationDomain Adaptation	—Unverified	0
Beyond mAP: Towards better evaluation of instance segmentation	Jul 4, 2022	Instance SegmentationSegmentation	—Unverified	0
InsMix: Towards Realistic Generative Data Augmentation for Nuclei Instance Segmentation	Jun 30, 2022	Data AugmentationInstance Segmentation	CodeCode Available	0
UniDAformer: Unified Domain Adaptive Panoptic Segmentation Transformer via Hierarchical Mask Calibration	Jun 30, 2022	Domain AdaptationInstance Segmentation	—Unverified	0
BoxGraph: Semantic Place Recognition and Pose Estimation from 3D LiDAR	Jun 30, 2022	Graph MatchingInstance Segmentation	—Unverified	0

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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