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 851–875 of 5035 papers

Title	Date	Tasks	Status	Hype	Score
Flight Contrail Segmentation via Augmented Transfer Learning with Novel SR Loss Function in Hough Space	Jul 22, 2023	Image SegmentationLine Detection	CodeCode Available	1	5
Flemme: A Flexible and Modular Learning Platform for Medical Images	Aug 18, 2024	Image SegmentationSemantic Segmentation	CodeCode Available	1	5
CauSSL: Causality-inspired Semi-supervised Learning for Medical Image Segmentation	Jan 1, 2023	Image SegmentationMedical Image Segmentation	CodeCode Available	1	5
An Uncertainty-guided Tiered Self-training Framework for Active Source-free Domain Adaptation in Prostate Segmentation	Jul 3, 2024	Domain AdaptationImage Segmentation	CodeCode Available	1	5
CC-Net: Image Complexity Guided Network Compression for Biomedical Image Segmentation	Jan 6, 2019	Image SegmentationSegmentation	CodeCode Available	1	5
Flow-based Video Segmentation for Human Head and Shoulders	Apr 20, 2021	DecoderImage Matting	CodeCode Available	1	5
CDDSA: Contrastive Domain Disentanglement and Style Augmentation for Generalizable Medical Image Segmentation	Nov 22, 2022	DisentanglementDomain Generalization	CodeCode Available	1	5
FluoroSAM: A Language-aligned Foundation Model for X-ray Image Segmentation	Mar 12, 2024	DiagnosticImage Segmentation	CodeCode Available	1	5
Medical Image Segmentation via Unsupervised Convolutional Neural Network	Jan 28, 2020	Image SegmentationMedical Image Segmentation	CodeCode Available	1	5
Aligning Generative Denoising with Discriminative Objectives Unleashes Diffusion for Visual Perception	Apr 15, 2025	Data AugmentationDenoising	CodeCode Available	1	5
Focal-UNet: UNet-like Focal Modulation for Medical Image Segmentation	Dec 19, 2022	DecoderImage Segmentation	CodeCode Available	1	5
FocusCut: Diving Into a Focus View in Interactive Segmentation	Jan 1, 2022	Image SegmentationInteractive Segmentation	CodeCode Available	1	5
A One Stop 3D Target Reconstruction and multilevel Segmentation Method	Aug 14, 2023	3D Object Reconstruction3D Reconstruction	CodeCode Available	1	5
A comparative study of 2D image segmentation algorithms for traumatic brain lesions using CT data from the ProTECTIII multicenter clinical trial	Jun 1, 2020	Computed Tomography (CT)Image Segmentation	CodeCode Available	1	5
AerialFormer: Multi-resolution Transformer for Aerial Image Segmentation	Jun 12, 2023	DecoderImage Segmentation	CodeCode Available	1	5
CENet: Context Enhancement Network for Medical Image Segmentation	May 23, 2025	DecoderImage Segmentation	CodeCode Available	1	5
AeroReformer: Aerial Referring Transformer for UAV-based Referring Image Segmentation	Feb 23, 2025	Image SegmentationSegmentation	CodeCode Available	1	5
FracAtlas: A Dataset for Fracture Classification, Localization and Segmentation of Musculoskeletal Radiographs	Aug 5, 2023	Image SegmentationObject Detection	CodeCode Available	1	5
Inherent Consistent Learning for Accurate Semi-supervised Medical Image Segmentation	Mar 24, 2023	Image SegmentationMedical Image Segmentation	CodeCode Available	1	5
FPL+: Filtered Pseudo Label-based Unsupervised Cross-Modality Adaptation for 3D Medical Image Segmentation	Apr 7, 2024	Data AugmentationDomain Adaptation	CodeCode Available	1	5
A Partially Reversible U-Net for Memory-Efficient Volumetric Image Segmentation	Jun 14, 2019	image-classificationImage Classification	CodeCode Available	1	5
Frequency Domain Adversarial Training for Robust Volumetric Medical Segmentation	Jul 14, 2023	Adversarial AttackDeep Learning	CodeCode Available	1	5
Instructive Feature Enhancement for Dichotomous Medical Image Segmentation	Jun 6, 2023	Image SegmentationMedical Image Segmentation	CodeCode Available	1	5
PVBM: A Python Vasculature Biomarker Toolbox Based On Retinal Blood Vessel Segmentation	Jul 31, 2022	Image SegmentationSegmentation	CodeCode Available	1	5
Interactive Object Segmentation in 3D Point Clouds	Apr 14, 2022	3D Instance SegmentationImage Segmentation	CodeCode Available	1	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