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 1776–1800 of 5035 papers

Title	Date	Tasks	Status	Score
Interactive Learning for Semantic Segmentation in Earth Observation	Sep 23, 2020	Domain AdaptationEarth Observation	CodeCode Available	5
Information-Theoretic Segmentation by Inpainting Error Maximization	Dec 14, 2020	Image SegmentationSegmentation	CodeCode Available	5
Increasing-Margin Adversarial (IMA) Training to Improve Adversarial Robustness of Neural Networks	May 19, 2020	Adversarial RobustnessGeneral Classification	CodeCode Available	5
Improving the generalizability of convolutional neural network-based segmentation on CMR images	Jul 2, 2019	Image SegmentationSegmentation	CodeCode Available	5
Improving the Segmentation of Scanning Probe Microscope Images using Convolutional Neural Networks	Aug 27, 2020	Image SegmentationSegmentation	CodeCode Available	5
Deep CNN ensembles and suggestive annotations for infant brain MRI segmentation	Dec 14, 2017	Image SegmentationInfant Brain Mri Segmentation	CodeCode Available	5
Semantic Segmentation in Satellite Hyperspectral Imagery by Deep Learning	Oct 24, 2023	Deep LearningImage Segmentation	CodeCode Available	5
Improving Uncertainty-Error Correspondence in Deep Bayesian Medical Image Segmentation	Sep 5, 2024	Image SegmentationMedical Image Segmentation	CodeCode Available	5
Input Invex Neural Network	Jun 16, 2021	Image ClassificationImage Segmentation	CodeCode Available	5
Improving land cover segmentation across satellites using domain adaptation	Nov 25, 2019	Domain AdaptationEarth Observation	CodeCode Available	5
Improving Calibration and Out-of-Distribution Detection in Medical Image Segmentation with Convolutional Neural Networks	Apr 12, 2020	Image SegmentationMedical Image Segmentation	CodeCode Available	5
Vision-Aware Text Features in Referring Image Segmentation: From Object Understanding to Context Understanding	Apr 12, 2024	DecoderImage Segmentation	CodeCode Available	5
Automatically Adaptive Conformal Risk Control	Jun 25, 2024	Image SegmentationSemantic Segmentation	CodeCode Available	5
Deep Attentive Features for Prostate Segmentation in 3D Transrectal Ultrasound	Jul 3, 2019	Image SegmentationMedical Image Segmentation	CodeCode Available	5
Neural Style Transfer Improves 3D Cardiovascular MR Image Segmentation on Inconsistent Data	Sep 20, 2019	BenchmarkingEnsemble Learning	CodeCode Available	5
DeepAtlas: Joint Semi-Supervised Learning of Image Registration and Segmentation	Apr 17, 2019	Data AugmentationImage Registration	CodeCode Available	5
Automatic 3D bi-ventricular segmentation of cardiac images by a shape-refined multi-task deep learning approach	Aug 26, 2018	Image SegmentationSegmentation	CodeCode Available	5
Improving 3D Medical Image Segmentation at Boundary Regions using Local Self-attention and Global Volume Mixing	Oct 20, 2024	Image SegmentationInstance Segmentation	CodeCode Available	5
Improved Abdominal Multi-Organ Segmentation via 3D Boundary-Constrained Deep Neural Networks	Oct 9, 2022	DecoderImage Segmentation	CodeCode Available	5
A Multilinear Tongue Model Derived from Speech Related MRI Data of the Human Vocal Tract	Dec 15, 2016	DenoisingImage Denoising	CodeCode Available	5
Improved Image Segmentation via Cost Minimization of Multiple Hypotheses	Jan 31, 2018	DiversityImage Segmentation	CodeCode Available	5
Clean Label Disentangling for Medical Image Segmentation with Noisy Labels	Nov 28, 2023	DisentanglementImage Segmentation	CodeCode Available	5
Decoupled Competitive Framework for Semi-supervised Medical Image Segmentation	May 30, 2025	Image SegmentationMedical Image Segmentation	CodeCode Available	5
Deconver: A Deconvolutional Network for Medical Image Segmentation	Apr 1, 2025	Image RestorationImage Segmentation	CodeCode Available	5
Automated Segmentation of Cervical Nuclei in Pap Smear Images using Deformable Multi-path Ensemble Model	Dec 3, 2018	Image SegmentationMedical Image 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