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 4601–4625 of 5035 papers

Title	Date	Tasks	Status
Semi-Supervised Domain Generalization for Cardiac Magnetic Resonance Image Segmentation with High Quality Pseudo Labels	Sep 30, 2022	Domain GeneralizationImage Segmentation	CodeCode Available
Calibrating Segmentation Networks with Margin-based Label Smoothing	Sep 9, 2022	Image SegmentationMedical Image Segmentation	CodeCode Available
Topology-Preserving Downsampling of Binary Images	Jul 25, 2024	Image SegmentationMedical Image Segmentation	CodeCode Available
A Novel Focal Tversky loss function with improved Attention U-Net for lesion segmentation	Oct 18, 2018	Image SegmentationLesion Segmentation	CodeCode Available
Semi-supervised Learning for Aggregated Multilayer Graphs Using Diffuse Interface Methods and Fast Matrix Vector Products	Jul 10, 2020	Image SegmentationSemantic Segmentation	CodeCode Available
PGP-SAM: Prototype-Guided Prompt Learning for Efficient Few-Shot Medical Image Segmentation	Jan 12, 2025	Image SegmentationMedical Image Segmentation	CodeCode Available
Impact of Ground Truth Annotation Quality on Performance of Semantic Image Segmentation of Traffic Conditions	Dec 30, 2018	Autonomous DrivingImage Segmentation	CodeCode Available
Adaptive Fusion Affinity Graph with Noise-free Online Low-rank Representation for Natural Image Segmentation	Oct 22, 2021	Density EstimationImage Segmentation	CodeCode Available
Impact of Adversarial Examples on Deep Learning Models for Biomedical Image Segmentation	Jul 30, 2019	Image SegmentationLesion Segmentation	CodeCode Available
Immunofluorescence Capillary Imaging Segmentation: Cases Study	Jul 14, 2022	BenchmarkingImage Segmentation	CodeCode Available
Photi-LakeIce Dataset	Feb 18, 2020	Change detection for remote sensing imagesImage Segmentation	CodeCode Available
Deep learning for Background Replacement in Video Conferencing	Jun 12, 2023	Deep LearningImage Segmentation	CodeCode Available
Imbalanced Medical Image Segmentation with Pixel-dependent Noisy Labels	Jan 12, 2025	Image SegmentationMedical Image Segmentation	CodeCode Available
Image Segmentation with Topological Priors	May 12, 2022	Image SegmentationSegmentation	CodeCode Available
A Novel Approach for Image Segmentation based on Histograms computed from Hue-data	Jul 30, 2017	General ClassificationImage Segmentation	CodeCode Available
Image Segmentation using Sparse Subset Selection	Apr 8, 2018	Image SegmentationSegmentation	CodeCode Available
Abstracted Gaussian Prototypes for One-Shot Concept Learning	Aug 30, 2024	Image SegmentationOne-Shot Learning	CodeCode Available
TopoMortar: A dataset to evaluate image segmentation methods focused on topology accuracy	Mar 5, 2025	AttributeData Augmentation	CodeCode Available
Calibrate the inter-observer segmentation uncertainty via diagnosis-first principle	Aug 5, 2022	Image SegmentationLesion Segmentation	CodeCode Available
PILOT: Physics-Informed Learned Optimized Trajectories for Accelerated MRI	Sep 12, 2019	DiagnosticImage Reconstruction	CodeCode Available
An Optimization Framework for Processing and Transfer Learning for the Brain Tumor Segmentation	Feb 10, 2024	Brain Tumor SegmentationImage Segmentation	CodeCode Available
Semi-supervised Medical Image Segmentation via Query Distribution Consistency	Nov 21, 2023	DecoderImage Segmentation	CodeCode Available
Deep Learning Convolutional Networks for Multiphoton Microscopy Vasculature Segmentation	Jun 8, 2016	3D ArchitectureDeep Learning	CodeCode Available
Adaptive Active Contour Model for Brain Tumor Segmentation	Jul 22, 2022	Brain Tumor SegmentationEdge Detection	CodeCode Available
Deep Learning architectures for generalized immunofluorescence based nuclear image segmentation	Jul 30, 2019	Deep LearningImage Segmentation	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