Image Segmentation

Image Segmentation is a computer vision task that involves dividing an image into multiple segments or regions, each of which corresponds to a different object or part of an object. The goal of image segmentation is to assign a unique label or category to each pixel in the image, so that pixels with similar attributes are grouped together.

Papers

Recently Added Most Hyped Most Active Needs Verification Most Verified

Showing 1876–1900 of 5035 papers

Title	Date	Tasks	Status	Score
Curriculum Prompting Foundation Models for Medical Image Segmentation	Sep 1, 2024	Image SegmentationMedical Image Segmentation	CodeCode Available	5
A Unified Loss for Handling Inter-Class and Intra-Class Imbalance in Medical Image Segmentation	Apr 11, 2025	Image SegmentationMedical Image Analysis	CodeCode Available	5
Coarse-to-Fine Lifted MAP Inference in Computer Vision	Jul 22, 2017	Image SegmentationSemantic Segmentation	CodeCode Available	5
Curriculum-Based Augmented Fourier Domain Adaptation for Robust Medical Image Segmentation	Jun 6, 2023	Domain AdaptationImage Segmentation	CodeCode Available	5
AG-CRC: Anatomy-Guided Colorectal Cancer Segmentation in CT with Imperfect Anatomical Knowledge	Oct 7, 2023	AnatomyComputed Tomography (CT)	CodeCode Available	5
IAM: Enhancing RGB-D Instance Segmentation with New Benchmarks	Jan 3, 2025	Data IntegrationImage Segmentation	CodeCode Available	5
SSL-DG: Rethinking and Fusing Semi-supervised Learning and Domain Generalization in Medical Image Segmentation	Nov 5, 2023	Data AugmentationDomain Generalization	CodeCode Available	5
IB-U-Nets: Improving medical image segmentation tasks with 3D Inductive Biased kernels	Oct 28, 2022	Image SegmentationInductive Bias	CodeCode Available	5
Hypernet-Ensemble Learning of Segmentation Probability for Medical Image Segmentation with Ambiguous Labels	Dec 13, 2021	Ensemble LearningImage Segmentation	CodeCode Available	5
HyperSpace: Hypernetworks for spacing-adaptive image segmentation	Jul 4, 2024	Image SegmentationSemantic Segmentation	CodeCode Available	5
CTS: A Consistency-Based Medical Image Segmentation Model	May 15, 2024	Image SegmentationMedical Image Segmentation	CodeCode Available	5
Hyperspectral Dataset and Deep Learning methods for Waste from Electric and Electronic Equipment Identification (WEEE)	Jul 5, 2024	Hyperspectral Image SegmentationImage Segmentation	CodeCode Available	5
Hybrid Representation-Enhanced Sampling for Bayesian Active Learning in Musculoskeletal Segmentation of Lower Extremities	Jul 26, 2023	Active LearningDiversity	CodeCode Available	5
Augmented CycleGAN: Learning Many-to-Many Mappings from Unpaired Data	Feb 27, 2018	Image SegmentationSemantic Segmentation	CodeCode Available	5
High-Quality Entity Segmentation	Nov 10, 2022	Image SegmentationSegmentation	CodeCode Available	5
Hyperspectral Image Segmentation: A Preliminary Study on the Oral and Dental Spectral Image Database (ODSI-DB)	Mar 14, 2023	Hyperspectral Image SegmentationImage Segmentation	CodeCode Available	5
Style Content Decomposition-based Data Augmentation for Domain Generalizable Medical Image Segmentation	Feb 28, 2025	Data AugmentationImage Segmentation	CodeCode Available	5
Superadditivity and Convex Optimization for Globally Optimal Cell Segmentation using Deformable Shape Models	Jun 23, 2022	Cell SegmentationComputational Efficiency	CodeCode Available	5
Image Clustering with Optimization Algorithms and Color Space	Apr 18, 2018	ClusteringImage Clustering	CodeCode Available	5
Finite Group Equivariant Neural Networks for Games	Sep 10, 2020	Image SegmentationSemantic Segmentation	CodeCode Available	5
Fire Dynamic Vision: Image Segmentation and Tracking for Multi-Scale Fire and Plume Behavior	Aug 16, 2024	Dataset GenerationImage Inpainting	CodeCode Available	5
Impact of Ground Truth Annotation Quality on Performance of Semantic Image Segmentation of Traffic Conditions	Dec 30, 2018	Autonomous DrivingImage Segmentation	CodeCode Available	5
FishSegSSL: A Semi-Supervised Semantic Segmentation Framework for Fish-Eye Images	Mar 15, 2024	Autonomous DrivingImage Segmentation	CodeCode Available	5
Learning Semantic Segmentation with Query Points Supervision on Aerial Images	Sep 11, 2023	Image SegmentationSegmentation	CodeCode Available	5
Architecture Analysis and Benchmarking of 3D U-shaped Deep Learning Models for Thoracic Anatomical Segmentation	Feb 5, 2024	BenchmarkingImage Segmentation	CodeCode Available	5

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All datasets MSD (Mirror Segmentation Dataset)PMD MAS3K Pascal Panoptic Parts RMAS PASCAL VOC HuTu 80 MARIDA COCO val2017 ImageNet MSD Heart OxfordPets

Benchmark Results

#	Model	Metric	Claimed	Verified	Status
1	SAM2-UNet	IoU	0.92	—	Unverified
2	HetNet	IoU	0.83	—	Unverified
3	PMD	IoU	0.82	—	Unverified
4	SANet	IoU	0.8	—	Unverified
5	MirrorNet	IoU	0.79	—	Unverified

#	Model	Metric	Claimed	Verified	Status
1	SAM2-UNet	IoU	0.73	—	Unverified
2	HetNet	IoU	0.69	—	Unverified
3	SANet	IoU	0.67	—	Unverified
4	PMD	IoU	0.66	—	Unverified
5	MirrorNet	IoU	0.59	—	Unverified

#	Model	Metric	Claimed	Verified	Status
1	SAM2-UNet	mIoU	0.8	—	Unverified
2	MAS-SAM	mIoU	0.79	—	Unverified
3	MASNet	mIoU	0.74	—	Unverified
4	ZoomNet	mIoU	0.74	—	Unverified

#	Model	Metric	Claimed	Verified	Status
1	HIPIE (ViT-H)	mIoUPartS	63.8	—	Unverified
2	PPS	mIoUPartS	58.6	—	Unverified
3	HIPIE (ResNet-50)	mIoUPartS	57.2	—	Unverified
4	JPPF	mIoUPartS	54.4	—	Unverified

#	Model	Metric	Claimed	Verified	Status
1	MAS-SAM	mIoU	0.74	—	Unverified
2	SAM2-UNet	mIoU	0.74	—	Unverified
3	MASNet	mIoU	0.73	—	Unverified
4	ZoomNet	mIoU	0.73	—	Unverified

#	Model	Metric	Claimed	Verified	Status
1	OneNete,4-C	mIoU	63.6	—	Unverified
2	OneNete,4-S	mAP0.5	52.75	—	Unverified
3	OneNeted,4	mIoU	14.9	—	Unverified

#	Model	Metric	Claimed	Verified	Status
1	UNetR	Dice	0.98	—	Unverified
2	PALED	Dice	0.98	—	Unverified

#	Model	Metric	Claimed	Verified	Status
1	ResAttUNet	IoU	0.67	—	Unverified
2	UNet	IoU	0.57	—	Unverified

#	Model	Metric	Claimed	Verified	Status
1	SynCo (ResNet-50) 200ep	mask AP	35.4	—	Unverified

#	Model	Metric	Claimed	Verified	Status
1	MobileOne-S0	GFLOPs	0.28	—	Unverified

#	Model	Metric	Claimed	Verified	Status
1	OneNete,4	mIoU	6.6	—	Unverified

#	Model	Metric	Claimed	Verified	Status
1	OneNete,4-C	Dice Score	0.97	—	Unverified