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 4926–4950 of 5035 papers

Title	Date	Tasks	Status
FESS Loss: Feature-Enhanced Spatial Segmentation Loss for Optimizing Medical Image Analysis	Feb 13, 2024	Contrastive LearningImage Segmentation	CodeCode Available
FedSODA: Federated Cross-assessment and Dynamic Aggregation for Histopathology Segmentation	Dec 20, 2023	Federated LearningImage Segmentation	CodeCode Available
FedIA: Federated Medical Image Segmentation with Heterogeneous Annotation Completeness	Jul 2, 2024	Federated LearningImage Segmentation	CodeCode Available
Rethinking the Nested U-Net Approach: Enhancing Biomarker Segmentation with Attention Mechanisms and Multiscale Feature Fusion	Apr 8, 2025	2D Semantic SegmentationImage Segmentation	CodeCode Available
Convolutional CRFs for Semantic Segmentation	May 12, 2018	Image SegmentationSegmentation	CodeCode Available
Unsupervised Meta-learning of Figure-Ground Segmentation via Imitating Visual Effects	Dec 20, 2018	Image GenerationImage Segmentation	CodeCode Available
FedGS: Federated Gradient Scaling for Heterogeneous Medical Image Segmentation	Aug 21, 2024	DisentanglementFederated Learning	CodeCode Available
Conv-MCD: A Plug-and-Play Multi-task Module for Medical Image Segmentation	Aug 14, 2019	Image SegmentationMedical Image Segmentation	CodeCode Available
A Contrastive Learning Scheme with Transformer Innate Patches	Mar 26, 2023	Contrastive Learningimage-classification	CodeCode Available
Automated Segmentation and Recurrence Risk Prediction of Surgically Resected Lung Tumors with Adaptive Convolutional Neural Networks	Sep 17, 2022	Computed Tomography (CT)Image Segmentation	CodeCode Available
Unsupervised Microvascular Image Segmentation Using an Active Contours Mimicking Neural Network	Aug 4, 2019	DiagnosticImage Segmentation	CodeCode Available
Striving for Simplicity: Simple Yet Effective Prior-Aware Pseudo-Labeling for Semi-Supervised Ultrasound Image Segmentation	Mar 18, 2025	DecoderImage Segmentation	CodeCode Available
3D RoI-aware U-Net for Accurate and Efficient Colorectal Tumor Segmentation	Jun 27, 2018	GPUImage Segmentation	CodeCode Available
3-D PET Image Generation with tumour masks using TGAN	Nov 2, 2021	Image GenerationImage Segmentation	CodeCode Available
Structure-Aware Stylized Image Synthesis for Robust Medical Image Segmentation	Dec 5, 2024	Domain GeneralizationImage Generation	CodeCode Available
FBA-Net: Foreground and Background Aware Contrastive Learning for Semi-Supervised Atrium Segmentation	Jun 27, 2023	Contrastive LearningImage Segmentation	CodeCode Available
ConStyX: Content Style Augmentation for Generalizable Medical Image Segmentation	Jun 12, 2025	Domain GeneralizationImage Segmentation	CodeCode Available
A Multi-Task Cross-Task Learning Architecture for Ad-hoc Uncertainty Estimation in 3D Cardiac MRI Image Segmentation	Sep 16, 2021	Image SegmentationMedical Image Segmentation	CodeCode Available
Task-agnostic Out-of-Distribution Detection Using Kernel Density Estimation	Jun 18, 2020	Autonomous DrivingClassification	CodeCode Available
FAS-UNet: A Novel FAS-driven Unet to Learn Variational Image Segmentation	Oct 27, 2022	Image SegmentationMedical Image Segmentation	CodeCode Available
Revisiting CycleGAN for semi-supervised segmentation	Aug 30, 2019	Image SegmentationSegmentation	CodeCode Available
Automated Deep Photo Style Transfer	Jan 12, 2019	Image SegmentationSegmentation	CodeCode Available
3D-OOCS: Learning Prostate Segmentation with Inductive Bias	Oct 29, 2021	Edge DetectionImage Segmentation	CodeCode Available
Truly Scale-Equivariant Deep Nets with Fourier Layers	Nov 6, 2023	Image SegmentationSemantic Segmentation	CodeCode Available
XNet: A convolutional neural network (CNN) implementation for medical X-Ray image segmentation suitable for small datasets	Dec 3, 2018	ClusteringImage Enhancement	CodeCode Available

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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