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 1701–1725 of 5035 papers

Title	Date	Tasks	Status	Hype
UPL-SFDA: Uncertainty-aware Pseudo Label Guided Source-Free Domain Adaptation for Medical Image Segmentation	Sep 19, 2023	Brain SegmentationDomain Adaptation	CodeCode Available	1
Intelligent Debris Mass Estimation Model for Autonomous Underwater Vehicle	Sep 19, 2023	Contour DetectionImage Segmentation	—Unverified	0
Domain Generalization with Fourier Transform and Soft Thresholding	Sep 18, 2023	Domain GeneralizationImage Augmentation	CodeCode Available	0
Image-level supervision and self-training for transformer-based cross-modality tumor segmentation	Sep 17, 2023	Brain Tumor SegmentationImage Segmentation	—Unverified	0
GCL: Gradient-Guided Contrastive Learning for Medical Image Segmentation with Multi-Perspective Meta Labels	Sep 16, 2023	AttributeContrastive Learning	—Unverified	0
MA-SAM: Modality-agnostic SAM Adaptation for 3D Medical Image Segmentation	Sep 16, 2023	Image SegmentationMedical Image Segmentation	CodeCode Available	1
Computational framework for the generation of one-dimensional vascular models accounting for uncertainty in networks extracted from medical images	Sep 15, 2023	Image SegmentationSemantic Segmentation	—Unverified	0
NISF: Neural Implicit Segmentation Functions	Sep 15, 2023	Cardiac SegmentationImage Segmentation	CodeCode Available	1
URA*: Uncertainty-aware Path Planning using Image-based Aerial-to-Ground Traversability Estimation for Off-road Environments	Sep 15, 2023	Autonomous NavigationImage Segmentation	CodeCode Available	1
Segment Anything Model for Brain Tumor Segmentation	Sep 15, 2023	Brain Tumor SegmentationImage Segmentation	—Unverified	0
RecycleNet: Latent Feature Recycling Leads to Iterative Decision Refinement	Sep 14, 2023	Decision MakingImage Segmentation	—Unverified	0
Beyond Adapting SAM: Towards End-to-End Ultrasound Image Segmentation via Auto Prompting	Sep 13, 2023	Image SegmentationMedical Image Segmentation	CodeCode Available	2
MELAGE: A purely python based Neuroimaging software (Neonatal)	Sep 12, 2023	Deep LearningImage Segmentation	CodeCode Available	0
Real-Time Semantic Segmentation: A Brief Survey & Comparative Study in Remote Sensing	Sep 12, 2023	Image SegmentationReal-Time Semantic Segmentation	—Unverified	0
Medical Image Segmentation with Belief Function Theory and Deep Learning	Sep 12, 2023	Deep LearningImage Segmentation	—Unverified	0
Multi-dimensional Fusion and Consistency for Semi-supervised Medical Image Segmentation	Sep 12, 2023	Image SegmentationMedical Image Segmentation	—Unverified	0
Introducing Shape Prior Module in Diffusion Model for Medical Image Segmentation	Sep 12, 2023	AnatomyAnomaly Detection	—Unverified	0
Deep evidential fusion with uncertainty quantification and contextual discounting for multimodal medical image segmentation	Sep 12, 2023	Image SegmentationMedical Image Segmentation	CodeCode Available	1
A2V: A Semi-Supervised Domain Adaptation Framework for Brain Vessel Segmentation via Two-Phase Training Angiography-to-Venography Translation	Sep 12, 2023	Domain AdaptationImage Segmentation	—Unverified	0
Divergences in Color Perception between Deep Neural Networks and Humans	Sep 11, 2023	image-classificationImage Classification	CodeCode Available	1
Learning Semantic Segmentation with Query Points Supervision on Aerial Images	Sep 11, 2023	Image SegmentationSegmentation	CodeCode Available	0
Lung Diseases Image Segmentation using Faster R-CNNs	Sep 10, 2023	Image SegmentationRegion Proposal	—Unverified	0
LMBiS-Net: A Lightweight Multipath Bidirectional Skip Connection based CNN for Retinal Blood Vessel Segmentation	Sep 10, 2023	Computational EfficiencyImage Segmentation	CodeCode Available	0
ConvFormer: Plug-and-Play CNN-Style Transformers for Improving Medical Image Segmentation	Sep 9, 2023	Image SegmentationMedical Image Segmentation	CodeCode Available	1
Few-Shot Medical Image Segmentation via a Region-enhanced Prototypical Transformer	Sep 9, 2023	DiversityFew-Shot Learning	CodeCode Available	1

Show:10 25 50

← PrevPage 69 of 202Next →

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