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

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Showing 1701–1725 of 2262 papers

Title	Date	Tasks	Status
Tensor Pooling Driven Instance Segmentation Framework for Baggage Threat Recognition	Aug 22, 2021	Instance SegmentationSegmentation	CodeCode Available
Palmira: A Deep Deformable Network for Instance Segmentation of Dense and Uneven Layouts in Handwritten Manuscripts	Aug 21, 2021	Instance SegmentationSegmentation	CodeCode Available
UniNet: A Unified Scene Understanding Network and Exploring Multi-Task Relationships through the Lens of Adversarial Attacks	Aug 10, 2021	Depth EstimationDepth Prediction	CodeCode Available
AI-based thermal bridge detection of building rooftops on district scale using aerial images	Aug 9, 2021	2D Object DetectionInstance Segmentation	—Unverified
Semantic Segmentation and Object Detection Towards Instance Segmentation: Breast Tumor Identification	Aug 6, 2021	DecoderInstance Segmentation	—Unverified
A Low Rank Promoting Prior for Unsupervised Contrastive Learning	Aug 5, 2021	Contrastive Learningimage-classification	—Unverified
Improved-Mask R-CNN: Towards an Accurate Generic MSK MRI instance segmentation platform (Data from the Osteoarthritis Initiative)	Jul 27, 2021	Instance SegmentationSegmentation	—Unverified
Continental-Scale Building Detection from High Resolution Satellite Imagery	Jul 26, 2021	Instance SegmentationSemantic Segmentation	—Unverified
Semantic Attention and Scale Complementary Network for Instance Segmentation in Remote Sensing Images	Jul 25, 2021	Instance SegmentationSegmentation	—Unverified
Instance Segmentation of Multiple Myeloma Cells via Hybrid Task Cascade	Jul 20, 2021	Cell DetectionDiagnostic	—Unverified
Exploring Set Similarity for Dense Self-supervised Representation Learning	Jul 19, 2021	Instance SegmentationKeypoint Detection	—Unverified
Unsupervised Anomaly Instance Segmentation for Baggage Threat Recognition	Jul 15, 2021	Anomaly Instance SegmentationInstance Segmentation	CodeCode Available
MeNToS: Tracklets Association with a Space-Time Memory Network	Jul 15, 2021	Instance SegmentationMulti-Object Tracking	—Unverified
Amodal segmentation just like doing a jigsaw	Jul 15, 2021	Instance SegmentationSegmentation	—Unverified
AxonEM Dataset: 3D Axon Instance Segmentation of Brain Cortical Regions	Jul 12, 2021	Instance SegmentationSegmentation	CodeCode Available
SE-PSNet: Silhouette-based Enhancement Feature for Panoptic Segmentation Network	Jul 11, 2021	Instance SegmentationPanoptic Segmentation	—Unverified
Learning Cascaded Detection Tasks with Weakly-Supervised Domain Adaptation	Jul 9, 2021	Autonomous DrivingDomain Adaptation	—Unverified
Learning Stixel-based Instance Segmentation	Jul 7, 2021	Autonomous DrivingInstance Segmentation	—Unverified
HIDA: Towards Holistic Indoor Understanding for the Visually Impaired via Semantic Instance Segmentation with a Wearable Solid-State LiDAR Sensor	Jul 7, 2021	3D Instance SegmentationInstance Segmentation	—Unverified
Stateless actor-critic for instance segmentation with high-level priors	Jul 6, 2021	graph partitioningInstance Segmentation	—Unverified
Poly-NL: Linear Complexity Non-local Layers with Polynomials	Jul 6, 2021	Face DetectionInstance Segmentation	—Unverified
What Makes for Hierarchical Vision Transformer?	Jul 5, 2021	Instance Segmentationobject-detection	—Unverified
SOLO: A Simple Framework for Instance Segmentation	Jun 30, 2021	Image MattingInstance Segmentation	—Unverified
Simple Training Strategies and Model Scaling for Object Detection	Jun 30, 2021	Instance SegmentationObject	—Unverified
False Negative Reduction in Video Instance Segmentation using Uncertainty Estimates	Jun 28, 2021	Depth EstimationInstance Segmentation	CodeCode Available

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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