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 1301–1325 of 5035 papers

Title	Date	Tasks	Status	Hype
A Comprehensive Survey of Convolutions in Deep Learning: Applications, Challenges, and Future Trends	Feb 23, 2024	6D Visionimage-classification	—Unverified	0
LLMBind: A Unified Modality-Task Integration Framework	Feb 22, 2024	AI AgentAudio Generation	CodeCode Available	1
QIS : Interactive Segmentation via Quasi-Conformal Mappings	Feb 22, 2024	Image SegmentationInteractive Segmentation	—Unverified	0
Overcoming Dimensional Collapse in Self-supervised Contrastive Learning for Medical Image Segmentation	Feb 22, 2024	Contrastive LearningImage Segmentation	CodeCode Available	0
A Systematic Review of Low-Rank and Local Low-Rank Matrix Approximation in Big Data Medical Imaging	Feb 21, 2024	Bayesian OptimizationImage Segmentation	—Unverified	0
DeiSAM: Segment Anything with Deictic Prompting	Feb 21, 2024	Image SegmentationSegmentation	CodeCode Available	1
Reinforcement Learning as a Parsimonious Alternative to Prediction Cascades: A Case Study on Image Segmentation	Feb 19, 2024	Image Segmentationobject-detection	CodeCode Available	0
Perceiving Longer Sequences With Bi-Directional Cross-Attention Transformers	Feb 19, 2024	image-classificationImage Classification	CodeCode Available	1
Semi-supervised Medical Image Segmentation Method Based on Cross-pseudo Labeling Leveraging Strong and Weak Data Augmentation Strategies	Feb 17, 2024	Data AugmentationDiversity	CodeCode Available	1
Weak-Mamba-UNet: Visual Mamba Makes CNN and ViT Work Better for Scribble-based Medical Image Segmentation	Feb 16, 2024	Cardiac SegmentationDecoder	CodeCode Available	4
LSRFormer: Efficient Transformer Supply Convolutional Neural Networks with Global Information for Aerial Image Segmentation	Feb 16, 2024	Image SegmentationSemantic Segmentation	CodeCode Available	1
Floor Plan Image Segmentation Via Scribble-Based Semi-Weakly Supervised Learning: A Style and Category-Agnostic Approach	Feb 15, 2024	Image SegmentationSegmentation	CodeCode Available	0
Ising on the Graph: Task-specific Graph Subsampling via the Ising Model	Feb 15, 2024	Graph ClassificationGraph Neural Network	—Unverified	0
Medical Image Segmentation with InTEnt: Integrated Entropy Weighting for Single Image Test-Time Adaptation	Feb 14, 2024	Image SegmentationMedical Image Segmentation	CodeCode Available	1
Crop and Couple: cardiac image segmentation using interlinked specialist networks	Feb 14, 2024	AnatomyImage Segmentation	CodeCode Available	0
BEFUnet: A Hybrid CNN-Transformer Architecture for Precise Medical Image Segmentation	Feb 13, 2024	Image SegmentationMedical Image Segmentation	CodeCode Available	2
Transferring Ultrahigh-Field Representations for Intensity-Guided Brain Segmentation of Low-Field Magnetic Resonance Imaging	Feb 13, 2024	Brain Image SegmentationBrain Segmentation	—Unverified	0
FESS Loss: Feature-Enhanced Spatial Segmentation Loss for Optimizing Medical Image Analysis	Feb 13, 2024	Contrastive LearningImage Segmentation	CodeCode Available	0
Rethinking U-net Skip Connections for Biomedical Image Segmentation	Feb 13, 2024	Image SegmentationSegmentation	—Unverified	0
Signed Distance Field based Segmentation and Statistical Shape Modelling of the Left Atrial Appendage	Feb 12, 2024	AnatomyComputed Tomography (CT)	—Unverified	0
Expert-Adaptive Medical Image Segmentation	Feb 11, 2024	Brain SegmentationImage Segmentation	—Unverified	0
Two-Stage Multi-task Self-Supervised Learning for Medical Image Segmentation	Feb 11, 2024	Auxiliary LearningImage Segmentation	—Unverified	0
Semi-Mamba-UNet: Pixel-Level Contrastive and Pixel-Level Cross-Supervised Visual Mamba-based UNet for Semi-Supervised Medical Image Segmentation	Feb 11, 2024	Cardiac SegmentationContrastive Learning	CodeCode Available	4
An Optimization Framework for Processing and Transfer Learning for the Brain Tumor Segmentation	Feb 10, 2024	Brain Tumor SegmentationImage Segmentation	CodeCode Available	0
Assessing Uncertainty Estimation Methods for 3D Image Segmentation under Distribution Shifts	Feb 10, 2024	DiagnosticImage 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