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 1976–2000 of 5035 papers

Title	Date	Tasks	Status	Score
A Topological Loss Function for Deep-Learning based Image Segmentation using Persistent Homology	Oct 4, 2019	AnatomyImage Segmentation	CodeCode Available	5
Co-Training for Unsupervised Domain Adaptation of Semantic Segmentation Models	May 31, 2022	Autonomous DrivingDomain Adaptation	CodeCode Available	5
ACT-Net: Asymmetric Co-Teacher Network for Semi-supervised Memory-efficient Medical Image Segmentation	Jul 5, 2022	Image SegmentationKnowledge Distillation	CodeCode Available	5
Cost-Effective Active Learning for Melanoma Segmentation	Nov 24, 2017	Active LearningImage Segmentation	CodeCode Available	5
HMRF-EM-image: Implementation of the Hidden Markov Random Field Model and its Expectation-Maximization Algorithm	Jul 15, 2012	Image SegmentationSegmentation	CodeCode Available	5
Historical Document Image Segmentation with LDA-Initialized Deep Neural Networks	Oct 19, 2017	Image SegmentationSemantic Segmentation	CodeCode Available	5
U-Net Fixed-Point Quantization for Medical Image Segmentation	Aug 2, 2019	Image SegmentationMedical Image Segmentation	CodeCode Available	5
HisynSeg: Weakly-Supervised Histopathological Image Segmentation via Image-Mixing Synthesis and Consistency Regularization	Dec 30, 2024	Image SegmentationSegmentation	CodeCode Available	5
ILSGAN: Independent Layer Synthesis for Unsupervised Foreground-Background Segmentation	Nov 25, 2022	Generative Adversarial NetworkImage Generation	CodeCode Available	5
Improved post-hoc probability calibration for out-of-domain MRI segmentation	Aug 4, 2022	Image SegmentationMRI segmentation	CodeCode Available	5
Higher-Order Ratio Cycles for Fast and Globally Optimal Shape Matching	Jan 1, 2025	GPUImage Segmentation	CodeCode Available	5
Core-Set Selection for Data-efficient Land Cover Segmentation	May 2, 2025	Earth ObservationImage Segmentation	CodeCode Available	5
ConvUNeXt: An efficient convolution neural network for medical image segmentation	Jul 25, 2022	DecoderImage Segmentation	CodeCode Available	5
Hierarchical Roofline Performance Analysis for Deep Learning Applications	Sep 11, 2020	Deep LearningGPU	CodeCode Available	5
ConvTransSeg: A Multi-resolution Convolution-Transformer Network for Medical Image Segmentation	Oct 13, 2022	DecoderImage Segmentation	CodeCode Available	5
Hierarchical Superpixel Segmentation via Structural Information Theory	Jan 13, 2025	graph constructiongraph partitioning	CodeCode Available	5
HICH Image/Text (HICH-IT): Comprehensive Text and Image Datasets for Hypertensive Intracerebral Hemorrhage Research	Jan 29, 2024	Image Segmentationnamed-entity-recognition	CodeCode Available	5
Convolutional Oriented Boundaries: From Image Segmentation to High-Level Tasks	Jan 17, 2017	Boundary DetectionContour Detection	CodeCode Available	5
Heuristic Dropout: An Efficient Regularization Method for Medical Image Segmentation Models	May 23, 2022	Image SegmentationMedical Image Segmentation	CodeCode Available	5
HELPNet: Hierarchical Perturbations Consistency and Entropy-guided Ensemble for Scribble Supervised Medical Image Segmentation	Dec 25, 2024	Image SegmentationMedical Image Segmentation	CodeCode Available	5
A Systematic Performance Analysis of Deep Perceptual Loss Networks: Breaking Transfer Learning Conventions	Feb 8, 2023	Depth EstimationDepth Prediction	CodeCode Available	5
HCDG: A Hierarchical Consistency Framework for Domain Generalization on Medical Image Segmentation	Sep 13, 2021	Data AugmentationDomain Generalization	CodeCode Available	5
H-DenseUNet: Hybrid Densely Connected UNet for Liver and Tumor Segmentation from CT Volumes	Sep 21, 2017	Automatic Liver And Tumor SegmentationGPU	CodeCode Available	5
HeMIS: Hetero-Modal Image Segmentation	Jul 18, 2016	Image SegmentationImputation	CodeCode Available	5
Convolutional CRFs for Semantic Segmentation	May 12, 2018	Image SegmentationSegmentation	CodeCode Available	5

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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