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 1876–1900 of 2262 papers

Title	Date	Tasks	Status	Hype
Learning in the Frequency Domain	Feb 27, 2020	channel selectionInstance Segmentation	CodeCode Available	1
Algorithm-hardware Co-design for Deformable Convolution	Feb 19, 2020	image-classificationImage Classification	CodeCode Available	1
Towards Bounding-Box Free Panoptic Segmentation	Feb 18, 2020	Instance SegmentationPanoptic Segmentation	—Unverified	0
Key Points Estimation and Point Instance Segmentation Approach for Lane Detection	Feb 16, 2020	Autonomous DrivingClustering	CodeCode Available	1
Panoptic Feature Fusion Net: A Novel Instance Segmentation Paradigm for Biomedical and Biological Images	Feb 15, 2020	Instance SegmentationMedical Image Segmentation	CodeCode Available	1
An End-to-End Framework for Unsupervised Pose Estimation of Occluded Pedestrians	Feb 15, 2020	Domain AdaptationInstance Segmentation	—Unverified	0
Layered Embeddings for Amodal Instance Segmentation	Feb 14, 2020	Amodal Instance SegmentationInstance Segmentation	CodeCode Available	0
SpotNet: Self-Attention Multi-Task Network for Object Detection	Feb 13, 2020	Instance SegmentationMulti-Task Learning	CodeCode Available	1
Segmenting Unseen Industrial Components in a Heavy Clutter Using RGB-D Fusion and Synthetic Data	Feb 10, 2020	Instance SegmentationSegmentation	CodeCode Available	1
FourierNet: Compact mask representation for instance segmentation using differentiable shape decoders	Feb 7, 2020	DecoderInstance Segmentation	CodeCode Available	1
Pose-Aware Instance Segmentation Framework from Cone Beam CT Images for Tooth Segmentation	Feb 6, 2020	Distance regressionImage Augmentation	—Unverified	0
Weakly Supervised Instance Segmentation by Deep Community Learning	Jan 30, 2020	Image-level Supervised Instance SegmentationInstance Segmentation	—Unverified	0
Virtual KITTI 2	Jan 29, 2020	Autonomous DrivingInstance Segmentation	—Unverified	0
Accurately identifying vertebral levels in large datasets	Jan 28, 2020	Instance SegmentationSegmentation	—Unverified	0
SDOD:Real-time Segmenting and Detecting 3D Object by Depth	Jan 26, 2020	Autonomous DrivingInstance Segmentation	—Unverified	0
Instance Segmentation of Visible and Occluded Regions for Finding and Picking Target from a Pile of Objects	Jan 21, 2020	Image GenerationInstance Segmentation	—Unverified	0
PatchPerPix for Instance Segmentation	Jan 21, 2020	Instance SegmentationSegmentation	CodeCode Available	1
Joint Learning of Instance and Semantic Segmentation for Robotic Pick-and-Place with Heavy Occlusions in Clutter	Jan 21, 2020	Instance SegmentationSegmentation	—Unverified	0
GraphBGS: Background Subtraction via Recovery of Graph Signals	Jan 17, 2020	Change Detectiongraph construction	—Unverified	0
Evolution of Image Segmentation using Deep Convolutional Neural Network: A Survey	Jan 13, 2020	Image SegmentationInstance Segmentation	—Unverified	0
SVIRO: Synthetic Vehicle Interior Rear Seat Occupancy Dataset and Benchmark	Jan 10, 2020	Instance Segmentationobject-detection	—Unverified	0
Neural Data Server: A Large-Scale Search Engine for Transfer Learning Data	Jan 9, 2020	image-classificationImage Classification	—Unverified	0
PoSeg: Pose-Aware Refinement Network for Human Instance Segmentation	Jan 7, 2020	Human Instance SegmentationInstance Segmentation	—Unverified	0
Deep Snake for Real-Time Instance Segmentation	Jan 6, 2020	GPUInstance Segmentation	CodeCode Available	2
Learning and Memorizing Representative Prototypes for 3D Point Cloud Semantic and Instance Segmentation	Jan 6, 2020	3D Instance SegmentationInstance 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