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 1751–1775 of 2262 papers

Title	Date	Tasks	Status	Hype
Learning Object Placement by Inpainting for Compositional Data Augmentation	Aug 1, 2020	Common Sense ReasoningData Augmentation	—Unverified	0
Joint Semantic Instance Segmentation on Graphs with the Semantic Mutex Watershed	Aug 1, 2020	graph partitioningInstance Segmentation	—Unverified	0
Learning with Noisy Class Labels for Instance Segmentation	Aug 1, 2020	Instance SegmentationSegmentation	CodeCode Available	1
LevelSet R-CNN: A Deep Variational Method for Instance Segmentation	Jul 30, 2020	Autonomous DrivingInstance Segmentation	—Unverified	0
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
Self-Prediction for Joint Instance and Semantic Segmentation of Point Clouds	Jul 27, 2020	Instance SegmentationPrediction	—Unverified	0
Commonality-Parsing Network across Shape and Appearance for Partially Supervised Instance Segmentation	Jul 24, 2020	Instance SegmentationSegmentation	CodeCode Available	1
Representation Sharing for Fast Object Detector Search and Beyond	Jul 23, 2020	FADGPU	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
Darwin's Neural Network: AI-based Strategies for Rapid and Scalable Cell and Coronavirus Screening	Jul 22, 2020	BIG-bench Machine LearningInstance Segmentation	—Unverified	0
Instance-aware Self-supervised Learning for Nuclei Segmentation	Jul 22, 2020	Instance SegmentationSegmentation	—Unverified	0
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
Split and Expand: An inference-time improvement for Weakly Supervised Cell Instance Segmentation	Jul 21, 2020	Bias DetectionInstance Segmentation	—Unverified	0
Can we cover navigational perception needs of the visually impaired by panoptic segmentation?	Jul 20, 2020	Deep LearningInstance Segmentation	—Unverified	0
Learning Gaussian Instance Segmentation in Point Clouds	Jul 20, 2020	3D Instance SegmentationInstance Segmentation	CodeCode Available	1
Feature Pyramid Transformer	Jul 18, 2020	Instance Segmentationobject-detection	—Unverified	0
Weakly Supervised Instance Segmentation by Learning Annotation Consistent Instances	Jul 18, 2020	Image-level Supervised Instance SegmentationInstance Segmentation	—Unverified	0
CASNet: Common Attribute Support Network for image instance and panoptic segmentation	Jul 17, 2020	AttributeClustering	—Unverified	0
Boundary-preserving Mask R-CNN	Jul 17, 2020	Instance SegmentationObject	CodeCode Available	1
Unseen Object Instance Segmentation for Robotic Environments	Jul 16, 2020	Instance SegmentationObject	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