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 1601–1625 of 2262 papers

Title	Date	Tasks	Status	Hype
INSTA-YOLO: Real-Time Instance Segmentation	Feb 12, 2021	GPUInstance Segmentation	—Unverified	0
Exploiting Depth Information for Wildlife Monitoring	Feb 10, 2021	Depth EstimationInstance Segmentation	CodeCode Available	0
Improving Aerial Instance Segmentation in the Dark with Self-Supervised Low Light Enhancement	Feb 10, 2021	Instance SegmentationSemantic Segmentation	—Unverified	0
3D Object Detection and Instance Segmentation from 3D Range and 2D Color Images	Feb 9, 2021	3D Instance Segmentation3D Object Detection	—Unverified	0
A Histogram Thresholding Improvement to Mask R-CNN for Scalable Segmentation of New and Old Rural Buildings	Feb 8, 2021	Instance SegmentationSegmentation	—Unverified	0
Instance and Panoptic Segmentation Using Conditional Convolutions	Feb 5, 2021	Instance SegmentationPanoptic Segmentation	—Unverified	0
Learning Monocular Depth in Dynamic Scenes via Instance-Aware Projection Consistency	Feb 4, 2021	Instance SegmentationMonocular Depth Estimation	CodeCode Available	1
Tooth Instance Segmentation from Cone-Beam CT Images through Point-based Detection and Gaussian Disentanglement	Feb 2, 2021	DisentanglementInstance Segmentation	—Unverified	0
Occluded Video Instance Segmentation: A Benchmark	Feb 2, 2021	Instance SegmentationSegmentation	CodeCode Available	1
SA-Net: Shuffle Attention for Deep Convolutional Neural Networks	Jan 30, 2021	Instance Segmentationobject-detection	CodeCode Available	1
Bottleneck Transformers for Visual Recognition	Jan 27, 2021	image-classificationImage Classification	CodeCode Available	2
Nondiscriminatory Treatment: a straightforward framework for multi-human parsing	Jan 26, 2021	Human ParsingInstance Segmentation	—Unverified	0
Embedding-based Instance Segmentation in Microscopy	Jan 25, 2021	GPUInstance Segmentation	CodeCode Available	1
Simplifying Object Segmentation with PixelLib Library	Jan 20, 2021	Image ClassificationInstance Segmentation	CodeCode Available	2
Self-Supervised Representation Learning from Flow Equivariance	Jan 16, 2021	Instance Segmentationobject-detection	—Unverified	0
How Shift Equivariance Impacts Metric Learning for Instance Segmentation	Jan 14, 2021	DecoderInstance Segmentation	CodeCode Available	0
Re-labeling ImageNet: from Single to Multi-Labels, from Global to Localized Labels	Jan 13, 2021	image-classificationImage Classification	CodeCode Available	1
Superpixel-based Refinement for Object Proposal Generation	Jan 12, 2021	Instance SegmentationObject	CodeCode Available	1
One Shot Model For The Prediction of COVID-19 and Lesions Segmentation In Chest CT Scans Through The Affinity Among Lesion Mask Features	Jan 4, 2021	COVID-19 DiagnosisInstance Segmentation	CodeCode Available	0
ASIST: Annotation-free Synthetic Instance Segmentation and Tracking by Adversarial Simulations	Jan 3, 2021	Instance SegmentationSegmentation	—Unverified	0
Weakly Supervised Multi-Object Tracking and Segmentation	Jan 3, 2021	Instance SegmentationMulti-Object Tracking	—Unverified	0
CryoNuSeg: A Dataset for Nuclei Instance Segmentation of Cryosectioned H&E-Stained Histological Images	Jan 2, 2021	Instance SegmentationSegmentation	CodeCode Available	1
Continuous Copy-Paste for One-Stage Multi-Object Tracking and Segmentation	Jan 1, 2021	Data AugmentationInstance Segmentation	CodeCode Available	1
CDNet: Centripetal Direction Network for Nuclear Instance Segmentation	Jan 1, 2021	Instance SegmentationSegmentation	CodeCode Available	1
Poly-NL: Linear Complexity Non-Local Layers With 3rd Order Polynomials	Jan 1, 2021	Face DetectionInstance 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