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Human Instance Segmentation

Instance segmentation is the task of detecting and delineating each distinct object of interest appearing in an image.

Image Credit: Deep Occlusion-Aware Instance Segmentation with Overlapping BiLayers

Papers

Recently Added Most Hyped Most Active Needs Verification Most Verified

Showing 1–16 of 16 papers

Title	Date	Tasks	Status	Hype
Detection, Pose Estimation and Segmentation for Multiple Bodies: Closing the Virtuous Circle	Dec 2, 2024	Human Instance SegmentationPose-Based Human Instance Segmentation	CodeCode Available	3
Crowd-SAM: SAM as a Smart Annotator for Object Detection in Crowded Scenes	Jul 16, 2024	Human Instance SegmentationInstance Segmentation	CodeCode Available	2
You Only Learn One Query: Learning Unified Human Query for Single-Stage Multi-Person Multi-Task Human-Centric Perception	Dec 9, 2023	AttributeHuman Instance Segmentation	CodeCode Available	1
Object-Centric Multi-Task Learning for Human Instances	Mar 13, 2023	Human DetectionHuman Instance Segmentation	—Unverified	0
Test-time Adaptation vs. Training-time Generalization: A Case Study in Human Instance Segmentation using Keypoints Estimation	Dec 12, 2022	Human Instance SegmentationInstance Segmentation	—Unverified	0
Humans need not label more humans: Occlusion Copy & Paste for Occluded Human Instance Segmentation	Oct 7, 2022	Human Instance SegmentationInstance Segmentation	CodeCode Available	1
Occlusion-Aware Instance Segmentation via BiLayer Network Architectures	Aug 8, 2022	Human Instance SegmentationInstance Segmentation	CodeCode Available	2
Invisible-to-Visible: Privacy-Aware Human Instance Segmentation using Airborne Ultrasound via Collaborative Learning Variational Autoencoder	Apr 15, 2022	Action RecognitionAction Understanding	—Unverified	0
Human Instance Segmentation and Tracking via Data Association and Single-stage Detector	Mar 31, 2022	Human Instance SegmentationInstance Segmentation	—Unverified	0
Contextual Instance Decoupling for Robust Multi-Person Pose Estimation	Jan 1, 2022	Human Instance SegmentationMulti-Person Pose Estimation	CodeCode Available	1
Real-time Human-Centric Segmentation for Complex Video Scenes	Aug 16, 2021	Human Instance SegmentationInstance Segmentation	CodeCode Available	1
Fashion-Guided Adversarial Attack on Person Segmentation	Apr 17, 2021	Adversarial AttackHuman Instance Segmentation	CodeCode Available	0
SeekNet: Improved Human Instance Segmentation and Tracking via Reinforcement Learning Based Optimized Robot Relocation	Nov 17, 2020	Human DetectionHuman Instance Segmentation	—Unverified	0
Count- and Similarity-aware R-CNN for Pedestrian Detection	Aug 1, 2020	Human Instance SegmentationInstance Segmentation	CodeCode Available	0
PoSeg: Pose-Aware Refinement Network for Human Instance Segmentation	Jan 7, 2020	Human Instance SegmentationInstance Segmentation	—Unverified	0
Pose2Seg: Detection Free Human Instance Segmentation	Mar 28, 2018	2D Human Pose EstimationHuman Instance Segmentation	CodeCode Available	0

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Benchmark Results

#	Model	Metric	Claimed	Verified	Status
1	BBox-Mask-Pose 2x	AP	32.4	—	Unverified
2	Crowd-SAM (ViT-L)	AP	31.4	—	Unverified
3	HQNet (ResNet-50)	AP	31.1	—	Unverified
4	BlendMask + CIS	AP	29.8	—	Unverified
5	Mask2Former + Occlusion C&P	AP	28.3	—	Unverified
6	CondInst + CIS	AP	28.1	—	Unverified
7	Mask2Former	AP	27.8	—	Unverified
8	HCQNet	AP	27.3	—	Unverified
9	ExPoSeg	AP	26.8	—	Unverified
10	RTMDet-ins-l	AP	26.5	—	Unverified