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 1826–1850 of 5035 papers

Title	Date	Tasks	Status	Score
Improved post-hoc probability calibration for out-of-domain MRI segmentation	Aug 4, 2022	Image SegmentationMRI segmentation	CodeCode Available	5
A multi-contrast MRI approach to thalamus segmentation	Jul 27, 2018	AnatomyImage Segmentation	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
ReshapeIT: Reliable Shape Interaction with Implicit Template for Anatomical Structure Reconstruction	Dec 11, 2023	Image SegmentationMedical Image Segmentation	CodeCode Available	5
Improved Image Segmentation via Cost Minimization of Multiple Hypotheses	Jan 31, 2018	DiversityImage Segmentation	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
Improving Uncertainty-Error Correspondence in Deep Bayesian Medical Image Segmentation	Sep 5, 2024	Image SegmentationMedical Image Segmentation	CodeCode Available	5
Immunofluorescence Capillary Imaging Segmentation: Cases Study	Jul 14, 2022	BenchmarkingImage Segmentation	CodeCode Available	5
Impact of Adversarial Examples on Deep Learning Models for Biomedical Image Segmentation	Jul 30, 2019	Image SegmentationLesion Segmentation	CodeCode Available	5
Data-driven approaches for electrical impedance tomography image segmentation from partial boundary data	May 6, 2024	Image SegmentationSemantic Segmentation	CodeCode Available	5
Imbalanced Medical Image Segmentation with Pixel-dependent Noisy Labels	Jan 12, 2025	Image SegmentationMedical Image Segmentation	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
Datacube segmentation via Deep Spectral Clustering	Jan 31, 2024	ClusteringDeep Clustering	CodeCode Available	5
Image Segmentation Using Hierarchical Merge Tree	May 24, 2015	Image SegmentationSegmentation	CodeCode Available	5
Image Segmentation using Sparse Subset Selection	Apr 8, 2018	Image SegmentationSegmentation	CodeCode Available	5
Data augmentation using learned transformations for one-shot medical image segmentation	Feb 25, 2019	AnatomyData Augmentation	CodeCode Available	5
Adaptive Active Contour Model for Brain Tumor Segmentation	Jul 22, 2022	Brain Tumor SegmentationEdge Detection	CodeCode Available	5
Image Segmentation with Topological Priors	May 12, 2022	Image SegmentationSegmentation	CodeCode Available	5
Implantable Adaptive Cells: differentiable architecture search to improve the performance of any trained U-shaped network	May 6, 2024	Image SegmentationMedical Image Segmentation	CodeCode Available	5
Data-Agnostic Augmentations for Unknown Variations: Out-of-Distribution Generalisation in MRI Segmentation	May 15, 2025	Data AugmentationImage Segmentation	CodeCode Available	5
Automated Deep Photo Style Transfer	Jan 12, 2019	Image SegmentationSegmentation	CodeCode Available	5
Image Segmentation: Inducing graph-based learning	Jan 7, 2025	Autonomous DrivingImage Segmentation	CodeCode Available	5
Image-level Regression for Uncertainty-aware Retinal Image Segmentation	May 27, 2024	Image Segmentationregression	CodeCode Available	5
Image Segmentation by Iterative Inference from Conditional Score Estimation	May 21, 2017	DenoisingImage 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