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 1901–1925 of 5035 papers

Title	Date	Tasks	Status	Hype
MDViT: Multi-domain Vision Transformer for Small Medical Image Segmentation Datasets	Jul 5, 2023	Efficient ViTsImage Segmentation	CodeCode Available	1
ToothSegNet: Image Degradation meets Tooth Segmentation in CBCT Images	Jul 5, 2023	DecoderImage Segmentation	—Unverified	0
Source Identification: A Self-Supervision Task for Dense Prediction	Jul 5, 2023	blind source separationBrain Tumor Segmentation	—Unverified	0
Interactive Image Segmentation with Cross-Modality Vision Transformers	Jul 5, 2023	Image SegmentationInteractive Segmentation	CodeCode Available	0
Synchronous Image-Label Diffusion Probability Model with Application to Stroke Lesion Segmentation on Non-contrast CT	Jul 4, 2023	Image SegmentationLesion Segmentation	—Unverified	0
Hierarchical Open-vocabulary Universal Image Segmentation	Jul 3, 2023	Image ComprehensionImage Segmentation	CodeCode Available	2
SAMAug: Point Prompt Augmentation for Segment Anything Model	Jul 3, 2023	Image Segmentationmodel	CodeCode Available	1
CGAM: Click-Guided Attention Module for Interactive Pathology Image Segmentation via Backpropagating Refinement	Jul 3, 2023	Image SegmentationInteractive Segmentation	—Unverified	0
RefSAM: Efficiently Adapting Segmenting Anything Model for Referring Video Object Segmentation	Jul 3, 2023	Image SegmentationReferring Expression	CodeCode Available	1
Pay Attention to the Atlas: Atlas-Guided Test-Time Adaptation Method for Robust 3D Medical Image Segmentation	Jul 2, 2023	Domain AdaptationImage Segmentation	—Unverified	0
A region and category confidence-based multi-task network for carotid ultrasound image segmentation and classification	Jul 2, 2023	ClassificationImage Segmentation	—Unverified	0
All-in-SAM: from Weak Annotation to Pixel-wise Nuclei Segmentation with Prompt-based Finetuning	Jul 1, 2023	AllImage Segmentation	—Unverified	0
Multiscale Progressive Text Prompt Network for Medical Image Segmentation	Jun 30, 2023	Contrastive LearningImage Segmentation	—Unverified	0
Topological Data Analysis Guided Segment Anything Model Prompt Optimization for Zero-Shot Segmentation in Biological Imaging	Jun 30, 2023	Image SegmentationSemantic Segmentation	—Unverified	0
The Segment Anything Model (SAM) for Remote Sensing Applications: From Zero to One Shot	Jun 29, 2023	Image SegmentationSemantic Segmentation	CodeCode Available	4
MIS-FM: 3D Medical Image Segmentation using Foundation Models Pretrained on a Large-Scale Unannotated Dataset	Jun 29, 2023	Image SegmentationMedical Image Segmentation	CodeCode Available	2
PCDAL: A Perturbation Consistency-Driven Active Learning Approach for Medical Image Segmentation and Classification	Jun 29, 2023	Active LearningClassification	CodeCode Available	0
MLA-BIN: Model-level Attention and Batch-instance Style Normalization for Domain Generalization of Federated Learning on Medical Image Segmentation	Jun 29, 2023	Domain GeneralizationFederated Learning	—Unverified	0
SeMLaPS: Real-time Semantic Mapping with Latent Prior Networks and Quasi-Planar Segmentation	Jun 28, 2023	Image SegmentationSemantic Segmentation	CodeCode Available	1
Inter-Rater Uncertainty Quantification in Medical Image Segmentation via Rater-Specific Bayesian Neural Networks	Jun 28, 2023	DecoderImage Segmentation	CodeCode Available	0
Fast Marching Energy CNN	Jun 28, 2023	Image SegmentationSegmentation	—Unverified	0
Chan-Vese Attention U-Net: An attention mechanism for robust segmentation	Jun 28, 2023	Image SegmentationMedical Image Segmentation	—Unverified	0
1M parameters are enough? A lightweight CNN-based model for medical image segmentation	Jun 28, 2023	Image SegmentationMedical Image Segmentation	CodeCode Available	1
Let Segment Anything Help Image Dehaze	Jun 28, 2023	Image SegmentationLanguage Modelling	—Unverified	0
RSPrompter: Learning to Prompt for Remote Sensing Instance Segmentation based on Visual Foundation Model	Jun 28, 2023	Image SegmentationInstance Segmentation	CodeCode Available	2

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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