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 1776–1800 of 2262 papers

Title	Date	Tasks	Status	Hype
TrashCan: A Semantically-Segmented Dataset towards Visual Detection of Marine Debris	Jul 16, 2020	Instance SegmentationObject	—Unverified	0
PerMO: Perceiving More at Once from a Single Image for Autonomous Driving	Jul 16, 2020	3D ReconstructionAutonomous Driving	—Unverified	0
RepPoints V2: Verification Meets Regression for Object Detection	Jul 16, 2020	Instance SegmentationObject	CodeCode Available	1
Unsupervised Spatio-temporal Latent Feature Clustering for Multiple-object Tracking and Segmentation	Jul 14, 2020	ClusteringInstance Segmentation	CodeCode Available	0
Improving Pixel Embedding Learning through Intermediate Distance Regression Supervision for Instance Segmentation	Jul 13, 2020	ClusteringDistance regression	—Unverified	0
Unsupervised object-centric video generation and decomposition in 3D	Jul 7, 2020	3D Object DetectionDepth Estimation	CodeCode Available	0
Instance Segmentation for Whole Slide Imaging: End-to-End or Detect-Then-Segment	Jul 7, 2020	Instance SegmentationSegmentation	CodeCode Available	0
Spatial Semantic Embedding Network: Fast 3D Instance Segmentation with Deep Metric Learning	Jul 7, 2020	3D Instance Segmentation3D Reconstruction	CodeCode Available	1
Scalable, Proposal-free Instance Segmentation Network for 3D Pixel Clustering and Particle Trajectory Reconstruction in Liquid Argon Time Projection Chambers	Jul 6, 2020	ClusteringInstance Segmentation	—Unverified	0
Point-Set Anchors for Object Detection, Instance Segmentation and Pose Estimation	Jul 6, 2020	Instance SegmentationObject	CodeCode Available	1
PointTrack++ for Effective Online Multi-Object Tracking and Segmentation	Jul 3, 2020	Data AugmentationDecoder	CodeCode Available	1
Rethinking Channel Dimensions for Efficient Model Design	Jul 2, 2020	Image ClassificationInstance Segmentation	CodeCode Available	1
MSNet: A Multilevel Instance Segmentation Network for Natural Disaster Damage Assessment in Aerial Videos	Jun 30, 2020	Instance SegmentationRegion Proposal	CodeCode Available	1
Abnormal activity capture from passenger flow of elevator based on unsupervised learning and fine-grained multi-label recognition	Jun 29, 2020	Anomaly DetectionClustering	—Unverified	0
A Survey on Instance Segmentation: State of the art	Jun 28, 2020	Instance SegmentationObject	—Unverified	0
SASO: Joint 3D Semantic-Instance Segmentation via Multi-scale Semantic Association and Salient Point Clustering Optimization	Jun 25, 2020	3D Instance Segmentation3D Semantic Instance Segmentation	—Unverified	0
NINEPINS: Nuclei Instance Segmentation with Point Annotations	Jun 24, 2020	Instance SegmentationPseudo Label	—Unverified	0
Video Panoptic Segmentation	Jun 19, 2020	Instance SegmentationPanoptic Segmentation	CodeCode Available	1
Overcoming Classifier Imbalance for Long-tail Object Detection with Balanced Group Softmax	Jun 18, 2020	image-classificationImage Classification	CodeCode Available	1
LRPD: Long Range 3D Pedestrian Detection Leveraging Specific Strengths of LiDAR and RGB	Jun 17, 2020	Autonomous VehiclesInstance Segmentation	—Unverified	0
Coherent Reconstruction of Multiple Humans from a Single Image	Jun 15, 2020	3D Depth Estimation3D Human Reconstruction	CodeCode Available	1
Geometry-Aware Instance Segmentation with Disparity Maps	Jun 14, 2020	Instance SegmentationSemantic Segmentation	CodeCode Available	0
GradAug: A New Regularization Method for Deep Neural Networks	Jun 14, 2020	Instance Segmentationobject-detection	CodeCode Available	1
VirTex: Learning Visual Representations from Textual Annotations	Jun 11, 2020	General ClassificationImage Captioning	CodeCode Available	1
Instance segmentation of buildings using keypoints	Jun 6, 2020	Instance SegmentationSegmentation	—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