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 2151–2175 of 5035 papers

Title	Date	Tasks	Status
DiffPose: SpatioTemporal Diffusion Model for Video-Based Human Pose Estimation	Jul 31, 2023	DenoisingImage Generation	—Unverified
A deep learning framework for the detection and quantification of drusen and reticular pseudodrusen on optical coherence tomography	Apr 5, 2022	ClassificationImage Segmentation	—Unverified
Improving Data-Efficient Fossil Segmentation via Model Editing	Oct 8, 2022	image-classificationImage Classification	—Unverified
Improving Gibbs Sampler Scan Quality with DoGS	Jul 18, 2017	Image SegmentationObject Recognition	—Unverified
A Brief Survey and an Application of Semantic Image Segmentation for Autonomous Driving	Aug 25, 2018	Autonomous DrivingAutonomous Vehicles	—Unverified
Differential Privacy for Adaptive Weight Aggregation in Federated Tumor Segmentation	Aug 1, 2023	BenchmarkingBrain Tumor Segmentation	—Unverified
Improving CT Image Segmentation Accuracy Using StyleGAN Driven Data Augmentation	Feb 7, 2023	Data AugmentationImage Segmentation	—Unverified
Benefits of Linear Conditioning with Metadata for Image Segmentation	Feb 18, 2021	Image SegmentationMissing Labels	—Unverified
Differentiable Spline Approximations	Oct 4, 2021	3D Point Cloud ReconstructionBIG-bench Machine Learning	—Unverified
LAM3D: Leveraging Attention for Monocular 3D Object Detection	Aug 3, 2024	3D Object DetectionAutonomous Driving	—Unverified
Improving Dermoscopic Image Segmentation with Enhanced Convolutional-Deconvolutional Networks	Sep 28, 2017	Image SegmentationLesion Segmentation	—Unverified
Differentiable Rendering: A Survey	Jun 22, 2020	Image Segmentationobject-detection	—Unverified
Differentiable Projection for Constrained Deep Learning	Nov 21, 2021	Deep LearningImage Segmentation	—Unverified
Benefiting from Quantum? A Comparative Study of Q-Seg, Quantum-Inspired Techniques, and U-Net for Crack Segmentation	Oct 14, 2024	Crack SegmentationImage Segmentation	—Unverified
Differentiable Programming for Piecewise Polynomial Functions	Jan 1, 2021	DenoisingImage Segmentation	—Unverified
Diff-CL: A Novel Cross Pseudo-Supervision Method for Semi-supervised Medical Image Segmentation	Mar 12, 2025	Contrastive LearningImage Segmentation	—Unverified
Practical Guidelines for Cell Segmentation Models Under Optical Aberrations in Microscopy	Apr 12, 2024	BenchmarkingCell Segmentation	—Unverified
An Automated Real-Time Approach for Image Processing and Segmentation of Fluoroscopic Images and Videos Using a Single Deep Learning Network	Jan 23, 2024	Image SegmentationSegmentation	—Unverified
Improving FHB Screening in Wheat Breeding Using an Efficient Transformer Model	Aug 7, 2023	Image SegmentationLong-range modeling	—Unverified
Improving Image co-segmentation via Deep Metric Learning	Mar 19, 2021	Image SegmentationMetric Learning	—Unverified
Bellybutton: Accessible and Customizable Deep-Learning Image Segmentation	Aug 31, 2023	Deep LearningImage Segmentation	—Unverified
DIAMANT: Dual Image-Attention Map Encoders For Medical Image Segmentation	Apr 28, 2023	Image SegmentationMedical Image Segmentation	—Unverified
Diagonal Hierarchical Consistency Learning for Semi-supervised Medical Image Segmentation	Nov 10, 2023	Image SegmentationMedical Image Segmentation	—Unverified
A Deep Learning-Based Method for Automatic Segmentation of Proximal Femur from Quantitative Computed Tomography Images	Jun 9, 2020	Image SegmentationSemantic Segmentation	—Unverified
Diagnostics in Semantic Segmentation	Sep 27, 2018	Image SegmentationScene Understanding	—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