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 2476–2500 of 5035 papers

Title	Date	Tasks	Status
MS-UNet-v2: Adaptive Denoising Method and Training Strategy for Medical Image Segmentation with Small Training Data	Sep 7, 2023	DecoderDenoising	—Unverified
MLN-net: A multi-source medical image segmentation method for clustered microcalcifications using multiple layer normalization	Sep 6, 2023	Image AugmentationImage Segmentation	CodeCode Available
DeepTriNet: A Tri-Level Attention Based DeepLabv3+ Architecture for Semantic Segmentation of Satellite Images	Sep 5, 2023	Change DetectionImage Segmentation	—Unverified
AdLER: Adversarial Training with Label Error Rectification for One-Shot Medical Image Segmentation	Sep 2, 2023	AnatomyData Augmentation	CodeCode Available
Unsupervised bias discovery in medical image segmentation	Sep 1, 2023	FairnessImage Segmentation	CodeCode Available
Shape of my heart: Cardiac models through learned signed distance functions	Aug 31, 2023	Image SegmentationMedical Image Segmentation	—Unverified
BTSeg: Barlow Twins Regularization for Domain Adaptation in Semantic Segmentation	Aug 31, 2023	Autonomous DrivingDomain Adaptation	CodeCode Available
Dual-Decoder Consistency via Pseudo-Labels Guided Data Augmentation for Semi-Supervised Medical Image Segmentation	Aug 31, 2023	Data AugmentationDecoder	CodeCode Available
Bellybutton: Accessible and Customizable Deep-Learning Image Segmentation	Aug 31, 2023	Deep LearningImage Segmentation	—Unverified
Software multiplataforma para a segmentação de vasos sanguíneos em imagens da retina	Aug 30, 2023	Image SegmentationSegmentation	—Unverified
Interpretability-guided Data Augmentation for Robust Segmentation in Multi-centre Colonoscopy Data	Aug 30, 2023	Data AugmentationImage Segmentation	CodeCode Available
Pseudo-Boolean Polynomials Approach To Edge Detection And Image Segmentation	Aug 29, 2023	Binary ClassificationEdge Detection	—Unverified
Abdominal Multi-Organ Segmentation Based on Feature Pyramid Network and Spatial Recurrent Neural Network	Aug 29, 2023	DiagnosticImage Segmentation	—Unverified
Entropy-based Guidance of Deep Neural Networks for Accelerated Convergence and Improved Performance	Aug 28, 2023	image-classificationImage Classification	—Unverified
Local-Global Pseudo-label Correction for Source-free Domain Adaptive Medical Image Segmentation	Aug 28, 2023	Domain AdaptationImage Segmentation	—Unverified
Multilayer Multiset Neuronal Networks -- MMNNs	Aug 28, 2023	Image SegmentationSegmentation	—Unverified
AutoProSAM: Automated Prompting SAM for 3D Multi-Organ Segmentation	Aug 28, 2023	Image SegmentationMedical Image Segmentation	CodeCode Available
Superpixels algorithms through network community detection	Aug 27, 2023	Community DetectionImage Segmentation	CodeCode Available
Cheap Lunch for Medical Image Segmentation by Fine-tuning SAM on Few Exemplars	Aug 27, 2023	Brain Tumor SegmentationImage Segmentation	—Unverified
Enhancing Bloodstain Analysis Through AI-Based Segmentation: Leveraging Segment Anything Model for Crime Scene Investigation	Aug 27, 2023	Image SegmentationSegmentation	CodeCode Available
Rethinking Exemplars for Continual Semantic Segmentation in Endoscopy Scenes: Entropy-based Mini-Batch Pseudo-Replay	Aug 27, 2023	Continual LearningContinual Semantic Segmentation	—Unverified
FFPN: Fourier Feature Pyramid Network for Ultrasound Image Segmentation	Aug 26, 2023	Image SegmentationSemantic Segmentation	—Unverified
PE-MED: Prompt Enhancement for Interactive Medical Image Segmentation	Aug 26, 2023	Image SegmentationMedical Image Segmentation	—Unverified
An investigation into the impact of deep learning model choice on sex and race bias in cardiac MR segmentation	Aug 25, 2023	Image SegmentationSegmentation	—Unverified
Panoptic-Depth Color Map for Combination of Depth and Image Segmentation	Aug 24, 2023	Autonomous DrivingDepth Estimation	—Unverified

Show:10 25 50

← PrevPage 100 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