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 1201–1225 of 5035 papers

Title	Date	Tasks	Status	Hype
MedCLIP-SAM: Bridging Text and Image Towards Universal Medical Image Segmentation	Mar 29, 2024	Image SegmentationMedical Image Analysis	CodeCode Available	2
UltraLight VM-UNet: Parallel Vision Mamba Significantly Reduces Parameters for Skin Lesion Segmentation	Mar 29, 2024	Image SegmentationLesion Segmentation	CodeCode Available	3
Efficient 3D Instance Mapping and Localization with Neural Fields	Mar 28, 2024	3D Instance SegmentationImage Segmentation	—Unverified	0
Segmentation Re-thinking Uncertainty Estimation Metrics for Semantic Segmentation	Mar 28, 2024	Decision MakingImage Segmentation	—Unverified	0
Rethinking Information Loss in Medical Image Segmentation with Various-sized Targets	Mar 28, 2024	Image SegmentationMedical Image Segmentation	—Unverified	0
Teaching AI the Anatomy Behind the Scan: Addressing Anatomical Flaws in Medical Image Segmentation with Learnable Prior	Mar 27, 2024	AnatomyDecoder	—Unverified	0
Deep Learning Segmentation and Classification of Red Blood Cells Using a Large Multi-Scanner Dataset	Mar 27, 2024	Cell SegmentationDiagnostic	—Unverified	0
A Quantum Fuzzy-based Approach for Real-Time Detection of Solar Coronal Holes	Mar 27, 2024	Image SegmentationSemantic Segmentation	—Unverified	0
Generative Medical Segmentation	Mar 27, 2024	DecoderDomain Generalization	CodeCode Available	2
Unleashing the Potential of SAM for Medical Adaptation via Hierarchical Decoding	Mar 27, 2024	DecoderImage Segmentation	CodeCode Available	2
Segment Any Medical Model Extended	Mar 26, 2024	Data AugmentationImage Segmentation	CodeCode Available	3
ReMamber: Referring Image Segmentation with Mamba Twister	Mar 26, 2024	Image SegmentationMamba	CodeCode Available	1
Random-coupled Neural Network	Mar 26, 2024	Image SegmentationSemantic Segmentation	—Unverified	0
Integrating Mamba Sequence Model and Hierarchical Upsampling Network for Accurate Semantic Segmentation of Multiple Sclerosis Legion	Mar 26, 2024	Decision MakingImage Segmentation	—Unverified	0
CT Synthesis with Conditional Diffusion Models for Abdominal Lymph Node Segmentation	Mar 26, 2024	DenoisingDiversity	—Unverified	0
Rotate to Scan: UNet-like Mamba with Triplet SSM Module for Medical Image Segmentation	Mar 26, 2024	Image SegmentationMamba	—Unverified	0
Deep models for stroke segmentation: do complex architectures always perform better?	Mar 25, 2024	Deep LearningImage Segmentation	—Unverified	0
Strategies to Improve Real-World Applicability of Laparoscopic Anatomy Segmentation Models	Mar 25, 2024	AnatomyImage Segmentation	—Unverified	0
EDUE: Expert Disagreement-Guided One-Pass Uncertainty Estimation for Medical Image Segmentation	Mar 25, 2024	Image SegmentationMedical Image Segmentation	—Unverified	0
Clustering Propagation for Universal Medical Image Segmentation	Mar 25, 2024	ClusteringImage Segmentation	CodeCode Available	1
ChebMixer: Efficient Graph Representation Learning with MLP Mixer	Mar 25, 2024	Graph MiningGraph Representation Learning	—Unverified	0
3D-EffiViTCaps: 3D Efficient Vision Transformer with Capsule for Medical Image Segmentation	Mar 25, 2024	DecoderHippocampus	CodeCode Available	0
SegICL: A Multimodal In-context Learning Framework for Enhanced Segmentation in Medical Imaging	Mar 25, 2024	Few-Shot LearningImage Segmentation	—Unverified	0
SMTF: Sparse transformer with multiscale contextual fusion for medical image segmentation	Mar 24, 2024	Image SegmentationMedical Image Segmentation	CodeCode Available	0
SM2C: Boost the Semi-supervised Segmentation for Medical Image by using Meta Pseudo Labels and Mixed Images	Mar 24, 2024	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