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 3251–3275 of 5035 papers

Title	Date	Tasks	Status
Are we using appropriate segmentation metrics? Identifying correlates of human expert perception for CNN training beyond rolling the DICE coefficient	Mar 10, 2021	Image SegmentationMedical Image Segmentation	—Unverified
Argmax Flows: Learning Categorical Distributions with Normalizing Flows	Nov 23, 2020	Image SegmentationSemantic Segmentation	—Unverified
A Robust Morphological Approach for Semantic Segmentation of Very High Resolution Images	Aug 2, 2022	Image SegmentationSegmentation	—Unverified
Artificial intelligence as a gateway to scientific discovery: Uncovering features in retinal fundus images	Jan 17, 2023	Image Segmentationscientific discovery	—Unverified
Artificial Intelligence-based algorithms in medical image scan seg-mentation and intelligent visual-content generation -- a concise overview	Jan 18, 2024	Image SegmentationMedical Image Segmentation	—Unverified
Artificial neural networks and fuzzy logic for recognizing alphabet characters and mathematical symbols	Jul 6, 2016	Image SegmentationOptical Character Recognition	—Unverified
Artificial Protozoa Optimizer (APO): A novel bio-inspired metaheuristic algorithm for engineering optimization	May 6, 2025	Image SegmentationSemantic Segmentation	—Unverified
Artist, Style And Year Classification Using Face Recognition And Clustering With Convolutional Neural Networks	Dec 2, 2020	ClusteringFace Recognition	—Unverified
A SAM based Tool for Semi-Automatic Food Annotation	Oct 11, 2024	DecoderImage Segmentation	—Unverified
A Segmentation Foundation Model for Diverse-type Tumors	Mar 11, 2024	Image SegmentationMedical Image Segmentation	—Unverified
A Self-Supervised Framework for Improved Generalisability in Ultrasound B-mode Image Segmentation	Feb 4, 2025	Image SegmentationRepresentation Learning	—Unverified
A Semantic Knowledge Complementarity based Decoupling Framework for Semi-supervised Class-imbalanced Medical Image Segmentation	Jan 1, 2025	DecoderImage Segmentation	—Unverified
A Semi-Supervised Approach with Error Reflection for Echocardiography Segmentation	Dec 1, 2024	Data AugmentationImage Segmentation	—Unverified
A semi-supervised fuzzy GrowCut algorithm to segment and classify regions of interest of mammographic images	Dec 3, 2017	Image SegmentationSegmentation	—Unverified
A Simple Baseline with Single-encoder for Referring Image Segmentation	Aug 28, 2024	Computational EfficiencyDecoder	—Unverified
A Simplified Approach to Deep Learning for Image Segmentation	Aug 31, 2018	Deep LearningGeneral Classification	—Unverified
ASIST: Annotation-free synthetic instance segmentation and tracking for microscope video analysis	Nov 2, 2020	Generative Adversarial NetworkImage Segmentation	—Unverified
A slice classification neural network for automated classification of axial PET/CT slices from a multi-centric lymphoma dataset	Mar 11, 2024	Binary ClassificationClassification	—Unverified
ASLseg: Adapting SAM in the Loop for Semi-supervised Liver Tumor Segmentation	Dec 13, 2023	General KnowledgeImage Segmentation	—Unverified
A sparse annotation strategy based on attention-guided active learning for 3D medical image segmentation	Jun 18, 2019	Active LearningImage Segmentation	—Unverified
A Sparse Graph Formulation for Efficient Spectral Image Segmentation	Jun 22, 2023	Image SegmentationSegmentation	—Unverified
A Spiking Neural Network for Image Segmentation	Jun 16, 2021	BenchmarkingCPU	—Unverified
Assessing the performance of CT image denoisers using Laguerre-Gauss Channelized Hotelling Observer for lesion detection	Dec 4, 2024	Deep LearningDenoising	—Unverified
Assessing the Performance of the DINOv2 Self-supervised Learning Vision Transformer Model for the Segmentation of the Left Atrium from MRI Images	Nov 14, 2024	AnatomyFew-Shot Learning	—Unverified
Assessing the Role of Random Forests in Medical Image Segmentation	Mar 30, 2021	GPUImage Segmentation	—Unverified

Show:10 25 50

← PrevPage 131 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