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 1626–1650 of 5035 papers

Title	Date	Tasks	Status	Hype
NeuroQuantify -- An Image Analysis Software for Detection and Quantification of Neurons and Neurites using Deep Learning	Oct 16, 2023	Image SegmentationSegmentation	CodeCode Available	0
Deep Conditional Shape Models for 3D cardiac image segmentation	Oct 16, 2023	AnatomyImage Segmentation	—Unverified	0
Evaluation and improvement of Segment Anything Model for interactive histopathology image segmentation	Oct 16, 2023	DecoderImage Segmentation	CodeCode Available	0
SeUNet-Trans: A Simple yet Effective UNet-Transformer Model for Medical Image Segmentation	Oct 16, 2023	Image SegmentationMedical Image Segmentation	—Unverified	0
Re-initialization-free Level Set Method via Molecular Beam Epitaxy Equation Regularization for Image Segmentation	Oct 13, 2023	Computational EfficiencyImage Segmentation	—Unverified	0
Ultrasound Image Segmentation of Thyroid Nodule via Latent Semantic Feature Co-Registration	Oct 13, 2023	DiversityImage Segmentation	—Unverified	0
Learning to Adapt SAM for Segmenting Cross-domain Point Clouds	Oct 13, 2023	Domain AdaptationGeneral Knowledge	—Unverified	0
Vision Transformers increase efficiency of 3D cardiac CT multi-label segmentation	Oct 13, 2023	3D Semantic SegmentationComputed Tomography (CT)	CodeCode Available	0
UniParser: Multi-Human Parsing with Unified Correlation Representation Learning	Oct 13, 2023	Human ParsingImage Segmentation	CodeCode Available	1
Virtual Augmented Reality for Atari Reinforcement Learning	Oct 12, 2023	Image Segmentationreinforcement-learning	CodeCode Available	0
Volumetric Medical Image Segmentation via Scribble Annotations and Shape Priors	Oct 12, 2023	Image SegmentationMedical Image Analysis	—Unverified	0
3D TransUNet: Advancing Medical Image Segmentation through Vision Transformers	Oct 11, 2023	DecoderImage Segmentation	CodeCode Available	4
S4C: Self-Supervised Semantic Scene Completion with Neural Fields	Oct 11, 2023	Image SegmentationNavigate	—Unverified	0
SAM-OCTA: Prompting Segment-Anything for OCTA Image Segmentation	Oct 11, 2023	Image SegmentationSegmentation	CodeCode Available	1
Rethinking Dual-Stream Super-Resolution Semantic Learning in Medical Image Segmentation	Oct 9, 2023	Image SegmentationLesion Segmentation	CodeCode Available	1
Empirical Evaluation of the Segment Anything Model (SAM) for Brain Tumor Segmentation	Oct 9, 2023	Brain Tumor SegmentationData Augmentation	—Unverified	0
A Simple and Robust Framework for Cross-Modality Medical Image Segmentation applied to Vision Transformers	Oct 9, 2023	Heart SegmentationImage Generation	CodeCode Available	1
ViTs are Everywhere: A Comprehensive Study Showcasing Vision Transformers in Different Domain	Oct 9, 2023	Denoisingimage-classification	—Unverified	0
Detecting Abnormal Health Conditions in Smart Home Using a Drone	Oct 8, 2023	Image Segmentationobject-detection	—Unverified	0
Cross-head mutual Mean-Teaching for semi-supervised medical image segmentation	Oct 8, 2023	Data AugmentationImage Segmentation	CodeCode Available	1
Structure-Preserving Instance Segmentation via Skeleton-Aware Distance Transform	Oct 8, 2023	Image SegmentationInstance Segmentation	—Unverified	0
AG-CRC: Anatomy-Guided Colorectal Cancer Segmentation in CT with Imperfect Anatomical Knowledge	Oct 7, 2023	AnatomyComputed Tomography (CT)	CodeCode Available	0
TransCC: Transformer Network for Coronary Artery CCTA Segmentation	Oct 7, 2023	Image SegmentationMedical Image Segmentation	—Unverified	0
HartleyMHA: Self-Attention in Frequency Domain for Resolution-Robust and Parameter-Efficient 3D Image Segmentation	Oct 5, 2023	Image SegmentationSemantic Segmentation	—Unverified	0
FNOSeg3D: Resolution-Robust 3D Image Segmentation with Fourier Neural Operator	Oct 5, 2023	Image SegmentationMedical Image 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