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 4851–4875 of 5035 papers

Title	Date	Tasks	Status
A Client-server Deep Federated Learning for Cross-domain Surgical Image Segmentation	Jun 14, 2023	DiagnosticDomain Adaptation	CodeCode Available
Reducing the Hausdorff Distance in Medical Image Segmentation with Convolutional Neural Networks	Apr 22, 2019	Image SegmentationMedical Image Segmentation	CodeCode Available
Fusion Moves for Correlation Clustering	Jun 1, 2015	ClusteringImage Segmentation	CodeCode Available
A Certified Radius-Guided Attack Framework to Image Segmentation Models	Apr 5, 2023	image-classificationImage Classification	CodeCode Available
FusionLungNet: Multi-scale Fusion Convolution with Refinement Network for Lung CT Image Segmentation	Oct 21, 2024	Image ReconstructionImage Segmentation	CodeCode Available
Fully trainable Gaussian derivative convolutional layer	Jul 18, 2022	image-classificationImage Classification	CodeCode Available
Referring Image Segmentation via Recurrent Refinement Networks	Jun 1, 2018	Image SegmentationReferring Expression Segmentation	CodeCode Available
Cross-Domain Distribution Alignment for Segmentation of Private Unannotated 3D Medical Images	Oct 11, 2024	Domain AdaptationImage Segmentation	CodeCode Available
Speeding up Semantic Segmentation for Autonomous Driving	Jun 1, 2016	Autonomous DrivingAutonomous Vehicles	CodeCode Available
Refined-Segmentation R-CNN: A Two-stage Convolutional Neural Network for Punctate White Matter Lesion Segmentation in Preterm Infants	Jun 24, 2019	Image SegmentationLesion Segmentation	CodeCode Available
CDRNet: Accurate Cup-to-Disc Ratio Measurement with Tight Bounding Box Supervision in Fundus Photography Using Deep Learning	Oct 3, 2021	Image SegmentationMultiple Instance Learning	CodeCode Available
Fully-Trainable Deep Matching	Sep 12, 2016	Image SegmentationSemantic Segmentation	CodeCode Available
We Care Each Pixel: Calibrating on Medical Segmentation Model	Mar 7, 2025	Image SegmentationMedical Image Segmentation	CodeCode Available
Full-Resolution Residual Networks for Semantic Segmentation in Street Scenes	Nov 24, 2016	Autonomous DrivingImage Segmentation	CodeCode Available
From Text to Mask: Localizing Entities Using the Attention of Text-to-Image Diffusion Models	Sep 8, 2023	DenoisingImage Generation	CodeCode Available
Cross-dimensional transfer learning in medical image segmentation with deep learning	Jul 29, 2023	image-classificationImage Classification	CodeCode Available
Splenomegaly Segmentation using Global Convolutional Kernels and Conditional Generative Adversarial Networks	Dec 2, 2017	Image SegmentationOrgan Segmentation	CodeCode Available
SplitFedZip: Learned Compression for Data Transfer Reduction in Split-Federated Learning	Dec 18, 2024	Federated LearningImage Segmentation	CodeCode Available
Region growing using superpixels with learned shape prior.	Nov 6, 2017	Image SegmentationSemantic Segmentation	CodeCode Available
V-Net: Fully Convolutional Neural Networks for Volumetric Medical Image Segmentation	Jun 15, 2016	Image SegmentationMedical Image Analysis	CodeCode Available
Crop and Couple: cardiac image segmentation using interlinked specialist networks	Feb 14, 2024	AnatomyImage Segmentation	CodeCode Available
Region-of-interest guided Supervoxel Inpainting for Self-supervision	Jun 26, 2020	Image InpaintingImage Segmentation	CodeCode Available
From Patch to Image Segmentation using Fully Convolutional Networks -- Application to Retinal Images	Apr 8, 2019	Image SegmentationMedical Image Segmentation	CodeCode Available
Automatic Report Generation for Histopathology images using pre-trained Vision Transformers	Nov 10, 2023	DecoderImage Segmentation	CodeCode Available
VOILA: Complexity-Aware Universal Segmentation of CT images by Voxel Interacting with Language	Jan 7, 2025	Contrastive 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