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 2101–2125 of 5035 papers

Title	Date	Tasks	Status
Image Segmentation via Probabilistic Graph Matching	May 13, 2023	Graph MatchingImage Segmentation	—Unverified
Discriminative Hamiltonian Variational Autoencoder for Accurate Tumor Segmentation in Data-Scarce Regimes	Jun 17, 2024	Data AugmentationImage Generation	—Unverified
3D Deep Affine-Invariant Shape Learning for Brain MR Image Segmentation	Sep 14, 2019	Image SegmentationMedical Image Segmentation	—Unverified
Discrete Signal Processing with Set Functions	Jan 28, 2020	Image SegmentationInformativeness	—Unverified
An Efficient Evolutionary Based Method For Image Segmentation	Sep 13, 2017	Image SegmentationSegmentation	—Unverified
Image Segmentation via Divisive Normalization: dealing with environmental diversity	Jul 25, 2024	Autonomous DrivingDiversity	—Unverified
Image Segmentation via Variational Model Based Tailored UNet: A Deep Variational Framework	May 9, 2025	Deep LearningImage Segmentation	—Unverified
Discrete-Continuous Gradient Orientation Estimation for Faster Image Segmentation	Jun 1, 2014	Image SegmentationSegmentation	—Unverified
Discrete-Continuous ADMM for Transductive Inference in Higher-Order MRFs	May 14, 2017	Image SegmentationSegmentation	—Unverified
Discover the Mysteries of the Maya: Selected Contributions from the Machine Learning Challenge & The Discovery Challenge Workshop at ECML PKDD 2021	Aug 5, 2022	BIG-bench Machine LearningImage Segmentation	—Unverified
An Efficient Decomposition Framework for Discriminative Segmentation with Supermodular Losses	Feb 13, 2017	Computational EfficiencyImage Segmentation	—Unverified
Beyond Single Stage Encoder-Decoder Networks: Deep Decoders for Semantic Image Segmentation	Jul 19, 2020	DecoderImage Segmentation	—Unverified
Disaggregation of SMAP L3 Brightness Temperatures to 9km using Kernel Machines	Jan 20, 2016	Image SegmentationSemantic Segmentation	—Unverified
An efficient approach for nonconvex semidefinite optimization via customized alternating direction method of multipliers	Sep 7, 2022	Community DetectionForm	—Unverified
Direct White Matter Bundle Segmentation using Stacked U-Nets	Mar 6, 2017	Image SegmentationSegmentation	—Unverified
Beyond Semantic Image Segmentation : Exploring Efficient Inference in Video	Jul 1, 2015	Image SegmentationSegmentation	—Unverified
A Deep-Learning Usability Expansion Model of Ocean Observations	Jun 3, 2022	Deep LearningImage Segmentation	—Unverified
Image segmentation via Cellular Automata	Aug 11, 2020	Image SegmentationSegmentation	—Unverified
Image Segmentation with Adaptive Spatial Priors from Joint Registration	Mar 29, 2022	Image SegmentationSegmentation	—Unverified
Direct Estimation of Appearance Models for Segmentation	Feb 22, 2021	Image SegmentationSegmentation	—Unverified
Atomic number estimation of dual energy cargo radiographs using a semiempirical transparency model	Jul 22, 2023	Image SegmentationSemantic Segmentation	—Unverified
Beyond Pixel-Wise Supervision for Medical Image Segmentation: From Traditional Models to Foundation Models	Apr 20, 2024	Image SegmentationMedical Image Segmentation	—Unverified
An Efficient Algorithm for the Piecewise-Smooth Model with Approximately Explicit Solutions	Dec 8, 2016	Image SegmentationSegmentation	—Unverified
Image Segmentation Using Subspace Representation and Sparse Decomposition	Apr 6, 2018	Image SegmentationMotion Segmentation	—Unverified
Diminishing Uncertainty within the Training Pool: Active Learning for Medical Image Segmentation	Jan 7, 2021	Active LearningBIG-bench Machine Learning	—Unverified

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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