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
TIDE: A General Toolbox for Identifying Object Detection Errors	Aug 18, 2020	Instance Segmentationobject-detection	CodeCode Available	1
Forest R-CNN: Large-Vocabulary Long-Tailed Object Detection and Instance Segmentation	Aug 13, 2020	ClassificationFew-Shot Object Detection	CodeCode Available	1
Campus3D: A Photogrammetry Point Cloud Benchmark for Hierarchical Understanding of Outdoor Scene	Aug 11, 2020	Instance SegmentationPoint Cloud Segmentation	CodeCode Available	1
Learning with Noisy Class Labels for Instance Segmentation	Aug 1, 2020	Instance SegmentationSegmentation	CodeCode Available	1
Supervised Edge Attention Network for Accurate Image Instance Segmentation	Aug 1, 2020	Instance SegmentationSegmentation	CodeCode Available	1
Learning RGB-D Feature Embeddings for Unseen Object Instance Segmentation	Jul 30, 2020	ClusteringInstance Segmentation	CodeCode Available	1
SipMask: Spatial Information Preservation for Fast Image and Video Instance Segmentation	Jul 29, 2020	Instance Segmentationobject-detection	CodeCode Available	1
Faster Mean-shift: GPU-accelerated clustering for cosine embedding-based cell segmentation and tracking	Jul 28, 2020	Cell SegmentationCell Tracking	CodeCode Available	1
Detection and Segmentation of Custom Objects using High Distraction Photorealistic Synthetic Data	Jul 28, 2020	Instance SegmentationObject Detection	CodeCode Available	1
Commonality-Parsing Network across Shape and Appearance for Partially Supervised Instance Segmentation	Jul 24, 2020	Instance SegmentationSegmentation	CodeCode Available	1
The Devil is in Classification: A Simple Framework for Long-tail Object Detection and Instance Segmentation	Jul 23, 2020	General ClassificationInstance Segmentation	CodeCode Available	1
Representation Sharing for Fast Object Detector Search and Beyond	Jul 23, 2020	FADGPU	CodeCode Available	1
Deep Variational Instance Segmentation	Jul 22, 2020	Instance SegmentationSegmentation	CodeCode Available	1
Deep Semi-supervised Knowledge Distillation for Overlapping Cervical Cell Instance Segmentation	Jul 21, 2020	Instance SegmentationKnowledge Distillation	CodeCode Available	1
Balanced Meta-Softmax for Long-Tailed Visual Recognition	Jul 21, 2020	General ClassificationInstance Segmentation	CodeCode Available	1
Learning Gaussian Instance Segmentation in Point Clouds	Jul 20, 2020	3D Instance SegmentationInstance Segmentation	CodeCode Available	1
Boundary-preserving Mask R-CNN	Jul 17, 2020	Instance SegmentationObject	CodeCode Available	1
RepPoints V2: Verification Meets Regression for Object Detection	Jul 16, 2020	Instance SegmentationObject	CodeCode Available	1
Unseen Object Instance Segmentation for Robotic Environments	Jul 16, 2020	Instance SegmentationObject	CodeCode Available	1
Spatial Semantic Embedding Network: Fast 3D Instance Segmentation with Deep Metric Learning	Jul 7, 2020	3D Instance Segmentation3D Reconstruction	CodeCode Available	1
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
Video Panoptic Segmentation	Jun 19, 2020	Instance SegmentationPanoptic Segmentation	CodeCode Available	1

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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