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 2951–2975 of 5035 papers

Title	Date	Tasks	Status
Volume Preserving Image Segmentation with Entropic Regularization Optimal Transport and Its Applications in Deep Learning	Sep 22, 2019	Image SegmentationSegmentation	—Unverified
C2FNAS: Coarse-to-Fine Neural Architecture Search for 3D Medical Image Segmentation	Dec 20, 2019	Image SegmentationMedical Image Segmentation	—Unverified
Transfer Learning with Edge Attention for Prostate MRI Segmentation	Dec 20, 2019	Image SegmentationMRI segmentation	—Unverified
Distribution-Aware Replay for Continual MRI Segmentation	Jul 30, 2024	Continual LearningHippocampus	—Unverified
MedUHIP: Towards Human-In-the-Loop Medical Segmentation	Aug 3, 2024	Image SegmentationMedical Image Segmentation	—Unverified
LAM3D: Leveraging Attention for Monocular 3D Object Detection	Aug 3, 2024	3D Object DetectionAutonomous Driving	—Unverified
PanicleNeRF: low-cost, high-precision in-field phenotypingof rice panicles with smartphone	Aug 4, 2024	3D ReconstructionImage Segmentation	—Unverified
Applying Conditional Generative Adversarial Networks for Imaging Diagnosis	Jul 17, 2024	Deep LearningImage Segmentation	—Unverified
Cross Pseudo Supervision Framework for Sparsely Labelled Geospatial Images	Aug 5, 2024	DiversityImage Segmentation	—Unverified
Rethinking the Mean Teacher Strategy from the Perspective of Self-paced Learning	May 16, 2025	Image SegmentationMedical Image Segmentation	—Unverified
DM-SegNet: Dual-Mamba Architecture for 3D Medical Image Segmentation with Global Context Modeling	Jun 5, 2025	AnatomyBrain Tumor Segmentation	—Unverified
Generalist Models in Medical Image Segmentation: A Survey and Performance Comparison with Task-Specific Approaches	Jun 12, 2025	Image SegmentationMedical Image Segmentation	—Unverified
Med-URWKV: Pure RWKV With ImageNet Pre-training For Medical Image Segmentation	Jun 12, 2025	Image SegmentationLong-range modeling	—Unverified
2D-3D Fully Convolutional Neural Networks for Cardiac MR Segmentation	Jul 31, 2017	Image SegmentationSegmentation	—Unverified
3D B-mode ultrasound speckle reduction using deep learning for 3D registration applications	Aug 3, 2020	Deep LearningImage Segmentation	—Unverified
3D Cell Nuclei Segmentation with Balanced Graph Partitioning	Feb 17, 2017	Binarizationgraph partitioning	—Unverified
3D Deep Affine-Invariant Shape Learning for Brain MR Image Segmentation	Sep 14, 2019	Image SegmentationMedical Image Segmentation	—Unverified
3D Densely Convolutional Networks for VolumetricSegmentation	Sep 13, 2017	3D Medical Imaging SegmentationBrain Segmentation	—Unverified
3D medical image segmentation with labeled and unlabeled data using autoencoders at the example of liver segmentation in CT images	Mar 17, 2020	Image SegmentationLiver Segmentation	—Unverified
3D Medical Imaging Segmentation on Non-Contrast CT	Mar 11, 2025	3D Medical Imaging SegmentationImage Segmentation	—Unverified
3D Quantum Cuts for Automatic Segmentation of Porous Media in Tomography Images	Apr 9, 2019	ClusteringImage Segmentation	—Unverified
3D Randomized Connection Network with Graph-based Label Inference	Nov 11, 2017	Deep LearningImage Segmentation	—Unverified
3DRef: 3D Dataset and Benchmark for Reflection Detection in RGB and Lidar Data	Mar 11, 2024	Image SegmentationMirror Detection	—Unverified
3D Segmentation with Exponential Logarithmic Loss for Highly Unbalanced Object Sizes	Aug 31, 2018	Brain SegmentationImage Segmentation	—Unverified
3D Segmentation with Fully Trainable Gabor Kernels and Pearson's Correlation Coefficient	Jan 10, 2022	Deep LearningImage Segmentation	—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