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 876–900 of 5035 papers

Title	Date	Tasks	Status	Hype
Contrastive Semi-supervised Learning for Domain Adaptive Segmentation Across Similar Anatomical Structures	Aug 18, 2022	AnatomyContrastive Learning	CodeCode Available	1
PLN: Parasitic-Like Network for Barely Supervised Medical Image Segmentation	Sep 30, 2022	Image SegmentationMedical Image Segmentation	CodeCode Available	1
Active Negative Loss: A Robust Framework for Learning with Noisy Labels	Dec 3, 2024	Image SegmentationLearning with noisy labels	CodeCode Available	1
DeformUX-Net: Exploring a 3D Foundation Backbone for Medical Image Segmentation with Depthwise Deformable Convolution	Sep 30, 2023	Computational EfficiencyImage Segmentation	CodeCode Available	1
DenoiseRep: Denoising Model for Representation Learning	Jun 13, 2024	DenoisingFine-Grained Image Classification	CodeCode Available	1
Point-Unet: A Context-aware Point-based Neural Network for Volumetric Segmentation	Mar 16, 2022	Image SegmentationMedical Image Analysis	CodeCode Available	1
PolyFormer: Referring Image Segmentation as Sequential Polygon Generation	Feb 14, 2023	DecoderImage Segmentation	CodeCode Available	1
Polyp-SAM++: Can A Text Guided SAM Perform Better for Polyp Segmentation?	Aug 12, 2023	Image SegmentationMedical Image Segmentation	CodeCode Available	1
CHeart: A Conditional Spatio-Temporal Generative Model for Cardiac Anatomy	Jan 30, 2023	AnatomyImage Segmentation	CodeCode Available	1
Positional Contrastive Learning for Volumetric Medical Image Segmentation	Jun 16, 2021	Contrastive Learningimage-classification	CodeCode Available	1
Post-mortem Iris Recognition with Deep-Learning-based Image Segmentation	Jan 7, 2019	Deep LearningImage Segmentation	CodeCode Available	1
CheXseg: Combining Expert Annotations with DNN-generated Saliency Maps for X-ray Segmentation	Feb 21, 2021	Image SegmentationKnowledge Distillation	CodeCode Available	1
Pre-Training Auto-Generated Volumetric Shapes for 3D Medical Image Segmentation	Jun 1, 2023	Image SegmentationMedical Image Segmentation	CodeCode Available	1
CIS-UNet: Multi-Class Segmentation of the Aorta in Computed Tomography Angiography via Context-Aware Shifted Window Self-Attention	Jan 23, 2024	Computational EfficiencyComputed Tomography (CT)	CodeCode Available	1
CiT-Net: Convolutional Neural Networks Hand in Hand with Vision Transformers for Medical Image Segmentation	Jun 6, 2023	Image SegmentationMedical Image Segmentation	CodeCode Available	1
`Project & Excite' Modules for Segmentation of Volumetric Medical Scans	Jun 11, 2019	Brain SegmentationImage Segmentation	CodeCode Available	1
ProMISe: Promptable Medical Image Segmentation using SAM	Mar 7, 2024	Image SegmentationLesion Segmentation	CodeCode Available	1
Image Segmentation Using Text and Image Prompts	Dec 18, 2021	DecoderImage Segmentation	CodeCode Available	1
Prompting Segment Anything Model with Domain-Adaptive Prototype for Generalizable Medical Image Segmentation	Sep 19, 2024	Domain GeneralizationImage Segmentation	CodeCode Available	1
ATOMMIC: An Advanced Toolbox for Multitask Medical Imaging Consistency to facilitate Artificial Intelligence applications from acquisition to analysis in Magnetic Resonance Imaging	Apr 30, 2024	BenchmarkingImage Reconstruction	CodeCode Available	1
CAMS: Convolution and Attention-Free Mamba-based Cardiac Image Segmentation	Jun 9, 2024	Cardiac SegmentationDecoder	CodeCode Available	1
ConvFormer: Plug-and-Play CNN-Style Transformers for Improving Medical Image Segmentation	Sep 9, 2023	Image SegmentationMedical Image Segmentation	CodeCode Available	1
Deep Multi-Threshold Spiking-UNet for Image Processing	Jul 20, 2023	DenoisingImage Segmentation	CodeCode Available	1
Affinity Fusion Graph-based Framework for Natural Image Segmentation	Jun 24, 2020	ClusteringImage Segmentation	CodeCode Available	1
ClusterFormer: Clustering As A Universal Visual Learner	Sep 22, 2023	Clusteringimage-classification	CodeCode Available	1

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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