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

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Showing 4101–4125 of 5035 papers

Title	Date	Tasks	Status
Patch-Based Deep Unsupervised Image Segmentation using Graph Cuts	Nov 1, 2023	ClusteringDeep Clustering	—Unverified
Patch-based Evaluation of Image Segmentation	Jun 1, 2014	HippocampusImage Segmentation	—Unverified
Patch-based Medical Image Segmentation using Matrix Product State Tensor Networks	Sep 15, 2021	Image SegmentationMedical Image Segmentation	—Unverified
Patch Network for medical image Segmentation	Feb 23, 2023	Image SegmentationLesion Segmentation	—Unverified
Pathological Image Segmentation with Noisy Labels	Mar 20, 2021	Image SegmentationSegmentation	—Unverified
Pathological Retinal Region Segmentation From OCT Images Using Geometric Relation Based Augmentation	Mar 31, 2020	Data AugmentationDiversity	—Unverified
Pay Attention to the Atlas: Atlas-Guided Test-Time Adaptation Method for Robust 3D Medical Image Segmentation	Jul 2, 2023	Domain AdaptationImage Segmentation	—Unverified
PB-UAP: Hybrid Universal Adversarial Attack For Image Segmentation	Dec 21, 2024	Adversarial Attackimage-classification	—Unverified
PCA for Enhanced Cross-Dataset Generalizability in Breast Ultrasound Tumor Segmentation	May 29, 2025	Domain AdaptationImage Segmentation	—Unverified
PCA: Semi-supervised Segmentation with Patch Confidence Adversarial Training	Jul 24, 2022	Brain Tumor SegmentationImage Segmentation	—Unverified
PCCA-Model: an attention module for medical image segmentation	Apr 1, 2023	Image SegmentationMedical Image Segmentation	—Unverified
PC-U Net: Learning to Jointly Reconstruct and Segment the Cardiac Walls in 3D from CT Data	Aug 18, 2020	Image SegmentationSegmentation	—Unverified
Peekaboo - Where are the Objects? Structure Adjusting Superpixels	Feb 8, 2018	ClusteringImage Segmentation	—Unverified
PE-MED: Prompt Enhancement for Interactive Medical Image Segmentation	Aug 26, 2023	Image SegmentationMedical Image Segmentation	—Unverified
PEMMA: Parameter-Efficient Multi-Modal Adaptation for Medical Image Segmentation	Apr 21, 2024	Computed Tomography (CT)Image Segmentation	—Unverified
Penalizing small errors using an Adaptive Logarithmic Loss	Oct 22, 2019	Image SegmentationMedical Image Segmentation	—Unverified
Performance Analysis of Deep Learning Models for Femur Segmentation in MRI Scan	Apr 5, 2025	Image SegmentationMedical Image Segmentation	—Unverified
Performance Analysis of UNet and Variants for Medical Image Segmentation	Sep 22, 2023	Image SegmentationMedical Image Segmentation	—Unverified
Performance and Non-adversarial Robustness of the Segment Anything Model 2 in Surgical Video Segmentation	Aug 7, 2024	Adversarial RobustnessImage Segmentation	—Unverified
Performance Estimation for Supervised Medical Image Segmentation Models on Unlabeled Data Using UniverSeg	Apr 22, 2025	Image SegmentationMedical Image Segmentation	—Unverified
Performance Evaluation of Deep Learning Networks for Semantic Segmentation of Traffic Stereo-Pair Images	Jun 5, 2018	Image SegmentationSegmentation	—Unverified
Perturb-and-MPM: Quantifying Segmentation Uncertainty in Dense Multi-Label CRFs	Mar 1, 2017	Image SegmentationSemantic Segmentation	—Unverified
pFLFE: Cross-silo Personalized Federated Learning via Feature Enhancement on Medical Image Segmentation	Jun 29, 2024	Federated LearningImage Segmentation	—Unverified
PGDiffSeg: Prior-Guided Denoising Diffusion Model with Parameter-Shared Attention for Breast Cancer Segmentation	Oct 23, 2024	DenoisingImage Segmentation	—Unverified
PGD-UNet: A Position-Guided Deformable Network for Simultaneous Segmentation of Organs and Tumors	Jul 2, 2020	AnatomyImage Segmentation	—Unverified

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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