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 1351–1375 of 2262 papers

Title	Date	Tasks	Status	Hype
Pixel-Level Analysis for Enhancing Threat Detection in Large-Scale X-ray Security Images	Nov 1, 2021	Instance SegmentationSemantic Segmentation	CodeCode Available	0
PointNu-Net: Keypoint-assisted Convolutional Neural Network for Simultaneous Multi-tissue Histology Nuclei Segmentation and Classification	Nov 1, 2021	ClassificationDiversity	CodeCode Available	1
TA-Net: Topology-Aware Network for Gland Segmentation	Oct 27, 2021	Instance SegmentationSegmentation	—Unverified	0
A Survey of Self-Supervised and Few-Shot Object Detection	Oct 27, 2021	Few-Shot Object DetectionInstance Segmentation	CodeCode Available	1
HR-RCNN: Hierarchical Relational Reasoning for Object Detection	Oct 26, 2021	Graph AttentionInstance Segmentation	—Unverified	0
hSDB-instrument: Instrument Localization Database for Laparoscopic and Robotic Surgeries	Oct 24, 2021	Instance Segmentationobject-detection	—Unverified	0
Recurrence along Depth: Deep Convolutional Neural Networks with Recurrent Layer Aggregation	Oct 22, 2021	image-classificationImage Classification	CodeCode Available	1
UVO Challenge on Video-based Open-World Segmentation 2021: 1st Place Solution	Oct 22, 2021	Instance SegmentationOptical Flow Estimation	CodeCode Available	1
CeyMo: See More on Roads -- A Novel Benchmark Dataset for Road Marking Detection	Oct 22, 2021	Instance Segmentationobject-detection	CodeCode Available	1
PlaneRecNet: Multi-Task Learning with Cross-Task Consistency for Piece-Wise Plane Detection and Reconstruction from a Single RGB Image	Oct 21, 2021	DecoderDepth Estimation	CodeCode Available	1
Multi-Object Tracking and Segmentation with a Space-Time Memory Network	Oct 21, 2021	Instance SegmentationMulti-Object Tracking	—Unverified	0
Video Instance Segmentation by Instance Flow Assembly	Oct 20, 2021	Instance SegmentationObject	—Unverified	0
1st Place Solution for the UVO Challenge on Image-based Open-World Segmentation 2021	Oct 19, 2021	Instance SegmentationObject	CodeCode Available	1
Mask-aware IoU for Anchor Assignment in Real-time Instance Segmentation	Oct 19, 2021	Instance SegmentationReal-time Instance Segmentation	CodeCode Available	1
The Aircraft Context Dataset: Understanding and Optimizing Data Variability in Aerial Domains	Oct 17, 2021	Fine-Grained Image ClassificationInstance Segmentation	CodeCode Available	1
Accurate Fine-grained Layout Analysis for the Historical Tibetan Document Based on the Instance Segmentation	Oct 15, 2021	Instance SegmentationSemantic Segmentation	CodeCode Available	0
Learning to Infer Kinematic Hierarchies for Novel Object Instances	Oct 15, 2021	Instance SegmentationObject	—Unverified	0
High-throughput Phenotyping of Nematode Cysts	Oct 13, 2021	Instance SegmentationSemantic Segmentation	—Unverified	0
RoadObstacle21	Oct 11, 2021	Instance SegmentationObject	—Unverified	0
Clustering Plotted Data by Image Segmentation	Oct 6, 2021	ClusteringImage Segmentation	CodeCode Available	1
Long-tailed Distribution Adaptation	Oct 6, 2021	Domain AdaptationInstance Segmentation	CodeCode Available	1
Deep Instance Segmentation with Automotive Radar Detection Points	Oct 5, 2021	Autonomous DrivingClustering	—Unverified	0
Transformer Assisted Convolutional Network for Cell Instance Segmentation	Oct 5, 2021	Instance Segmentationobject-detection	CodeCode Available	1
Learn then Test: Calibrating Predictive Algorithms to Achieve Risk Control	Oct 3, 2021	BIG-bench Machine LearningInstance Segmentation	CodeCode Available	1
MonoCInIS: Camera Independent Monocular 3D Object Detection using Instance Segmentation	Oct 1, 2021	3D Object 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