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 1601–1625 of 5035 papers

Title	Date	Tasks	Status	Hype
Robust Source-Free Domain Adaptation for Fundus Image Segmentation	Oct 25, 2023	Domain AdaptationImage Segmentation	CodeCode Available	1
Image Segmentation using U-Net Architecture for Powder X-ray Diffraction Images	Oct 24, 2023	Image SegmentationSemantic Segmentation	—Unverified	0
Anatomically-aware Uncertainty for Semi-supervised Image Segmentation	Oct 24, 2023	Image SegmentationSegmentation	CodeCode Available	1
Semantic Segmentation in Satellite Hyperspectral Imagery by Deep Learning	Oct 24, 2023	Deep LearningImage Segmentation	CodeCode Available	0
G-CASCADE: Efficient Cascaded Graph Convolutional Decoding for 2D Medical Image Segmentation	Oct 24, 2023	DecoderImage Segmentation	CodeCode Available	1
Pixel-Level Clustering Network for Unsupervised Image Segmentation	Oct 24, 2023	Autonomous DrivingClustering	—Unverified	0
CPSeg: Finer-grained Image Semantic Segmentation via Chain-of-Thought Language Prompting	Oct 24, 2023	Image Segmentationobject-detection	—Unverified	0
SAM-Med3D: Towards General-purpose Segmentation Models for Volumetric Medical Images	Oct 23, 2023	3D ArchitectureImage Segmentation	CodeCode Available	2
Diffusion-based Data Augmentation for Nuclei Image Segmentation	Oct 22, 2023	Data AugmentationImage Generation	CodeCode Available	1
Competitive Ensembling Teacher-Student Framework for Semi-Supervised Left Atrium MRI Segmentation	Oct 21, 2023	Image SegmentationLeft Atrium Segmentation	—Unverified	0
Inter-Scale Dependency Modeling for Skin Lesion Segmentation with Transformer-based Networks	Oct 20, 2023	DecoderImage Segmentation	—Unverified	0
A review of individual tree crown detection and delineation from optical remote sensing images	Oct 20, 2023	Deep LearningImage Segmentation	—Unverified	0
Segment, Select, Correct: A Framework for Weakly-Supervised Referring Segmentation	Oct 20, 2023	Image SegmentationSemantic Segmentation	CodeCode Available	1
Accelerated sparse Kernel Spectral Clustering for large scale data clustering problems	Oct 20, 2023	ClusteringComputational Efficiency	CodeCode Available	0
Skin Lesion Segmentation Improved by Transformer-based Networks with Inter-scale Dependency Modeling	Oct 20, 2023	DecoderImage Segmentation	CodeCode Available	0
DeepFDR: A Deep Learning-based False Discovery Rate Control Method for Neuroimaging Data	Oct 20, 2023	Computational EfficiencyDeep Learning	CodeCode Available	0
DA-TransUNet: Integrating Spatial and Channel Dual Attention with Transformer U-Net for Medical Image Segmentation	Oct 19, 2023	Image SegmentationMedical Image Segmentation	CodeCode Available	1
TRUSTED: The Paired 3D Transabdominal Ultrasound and CT Human Data for Kidney Segmentation and Registration Research	Oct 19, 2023	Image RegistrationImage Segmentation	—Unverified	0
DiffBoost: Enhancing Medical Image Segmentation via Text-Guided Diffusion Model	Oct 19, 2023	Data AugmentationImage Generation	CodeCode Available	1
Not Just Learning from Others but Relying on Yourself: A New Perspective on Few-Shot Segmentation in Remote Sensing	Oct 19, 2023	Image SegmentationSemantic Segmentation	CodeCode Available	1
Multi Task Consistency Guided Source-Free Test-Time Domain Adaptation Medical Image Segmentation	Oct 18, 2023	Domain AdaptationImage Segmentation	—Unverified	0
Towards Generic Semi-Supervised Framework for Volumetric Medical Image Segmentation	Oct 17, 2023	Domain AdaptationDomain Generalization	CodeCode Available	1
FusionU-Net: U-Net with Enhanced Skip Connection for Pathology Image Segmentation	Oct 17, 2023	DecoderImage Segmentation	CodeCode Available	1
Whole-brain radiomics for clustered federated personalization in brain tumor segmentation	Oct 17, 2023	Brain Tumor SegmentationFederated Learning	CodeCode Available	0
Medical Image Segmentation via Sparse Coding Decoder	Oct 17, 2023	DecoderImage Segmentation	—Unverified	0

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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