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 3801–3825 of 5035 papers

Title	Date	Tasks	Status
Diagnostics in Semantic Segmentation	Sep 27, 2018	Image SegmentationScene Understanding	—Unverified
Diagonal Hierarchical Consistency Learning for Semi-supervised Medical Image Segmentation	Nov 10, 2023	Image SegmentationMedical Image Segmentation	—Unverified
DIAMANT: Dual Image-Attention Map Encoders For Medical Image Segmentation	Apr 28, 2023	Image SegmentationMedical Image Segmentation	—Unverified
Diff-CL: A Novel Cross Pseudo-Supervision Method for Semi-supervised Medical Image Segmentation	Mar 12, 2025	Contrastive LearningImage Segmentation	—Unverified
Differentiable Programming for Piecewise Polynomial Functions	Jan 1, 2021	DenoisingImage Segmentation	—Unverified
Differentiable Projection for Constrained Deep Learning	Nov 21, 2021	Deep LearningImage Segmentation	—Unverified
Differentiable Rendering: A Survey	Jun 22, 2020	Image Segmentationobject-detection	—Unverified
Differentiable Spline Approximations	Oct 4, 2021	3D Point Cloud ReconstructionBIG-bench Machine Learning	—Unverified
Differential Privacy for Adaptive Weight Aggregation in Federated Tumor Segmentation	Aug 1, 2023	BenchmarkingBrain Tumor Segmentation	—Unverified
DiffPose: SpatioTemporal Diffusion Model for Video-Based Human Pose Estimation	Jul 31, 2023	DenoisingImage Generation	—Unverified
DiffSeg: A Segmentation Model for Skin Lesions Based on Diffusion Difference	Apr 25, 2024	Decision MakingImage Segmentation	—Unverified
Diffuse-UDA: Addressing Unsupervised Domain Adaptation in Medical Image Segmentation with Appearance and Structure Aligned Diffusion Models	Aug 12, 2024	DiagnosticDomain Adaptation	—Unverified
Diffusion based Zero-shot Medical Image-to-Image Translation for Cross Modality Segmentation	Apr 1, 2024	Image SegmentationImage-to-Image Translation	—Unverified
DIGEST: Deeply supervIsed knowledGE tranSfer neTwork learning for brain tumor segmentation with incomplete multi-modal MRI scans	Nov 15, 2022	Brain Tumor SegmentationImage Segmentation	—Unverified
Digitization of Raster Logs: A Deep Learning Approach	Oct 11, 2022	Deep LearningImage Segmentation	—Unverified
Dilated Balanced Cross Entropy Loss for Medical Image Segmentation	Dec 8, 2024	Image SegmentationMedical Image Segmentation	—Unverified
Dilated Convolutions in Neural Networks for Left Atrial Segmentation in 3D Gadolinium Enhanced-MRI	Aug 5, 2018	Domain AdaptationImage Segmentation	—Unverified
DiM: f-Divergence Minimization Guided Sharpness-Aware Optimization for Semi-supervised Medical Image Segmentation	Nov 19, 2024	Image SegmentationMedical Image Segmentation	—Unverified
Diminishing Uncertainty within the Training Pool: Active Learning for Medical Image Segmentation	Jan 7, 2021	Active LearningBIG-bench Machine Learning	—Unverified
Atomic number estimation of dual energy cargo radiographs using a semiempirical transparency model	Jul 22, 2023	Image SegmentationSemantic Segmentation	—Unverified
Direct Estimation of Appearance Models for Segmentation	Feb 22, 2021	Image SegmentationSegmentation	—Unverified
Direct White Matter Bundle Segmentation using Stacked U-Nets	Mar 6, 2017	Image SegmentationSegmentation	—Unverified
Disaggregation of SMAP L3 Brightness Temperatures to 9km using Kernel Machines	Jan 20, 2016	Image SegmentationSemantic Segmentation	—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
Discrete-Continuous ADMM for Transductive Inference in Higher-Order MRFs	May 14, 2017	Image SegmentationSegmentation	—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