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 4976–5000 of 5035 papers

Title	Date	Tasks	Status
Tversky loss function for image segmentation using 3D fully convolutional deep networks	Jun 18, 2017	Image SegmentationLesion Segmentation	CodeCode Available
A Lightweight U-like Network Utilizing Neural Memory Ordinary Differential Equations for Slimming the Decoder	Dec 9, 2024	DecoderImage Segmentation	CodeCode Available
Robust Image Segmentation Using Contour-Guided Color Palettes	Dec 1, 2015	Image SegmentationSegmentation	CodeCode Available
Robust Kidney Abnormality Segmentation: A Validation Study of an AI-Based Framework	May 12, 2025	Image SegmentationKidney Function	CodeCode Available
Fast Segment Anything	Jun 21, 2023	Edge DetectionImage Segmentation	CodeCode Available
Superpixel Convolutional Networks using Bilateral Inceptions	Nov 20, 2015	Image SegmentationSegmentation	CodeCode Available
Contrastive and Selective Hidden Embeddings for Medical Image Segmentation	Jan 21, 2022	Contrastive Learningfeature selection	CodeCode Available
Robust Online Video Instance Segmentation with Track Queries	Nov 16, 2022	Image SegmentationInstance Segmentation	CodeCode Available
Lifting-based variational multiclass segmentation algorithm: design, convergence analysis, and implementation with applications in medical imaging	Feb 9, 2022	Image SegmentationSegmentation	CodeCode Available
Superpixel Hierarchy	May 20, 2016	Image SegmentationSegmentation	CodeCode Available
AI Driven Water Segmentation with deep learning models for Enhanced Flood Monitoring	Jan 14, 2025	Image SegmentationSemantic Segmentation	CodeCode Available
Superpixels algorithms through network community detection	Aug 27, 2023	Community DetectionImage Segmentation	CodeCode Available
Fast-SCNN: Fast Semantic Segmentation Network	Feb 12, 2019	DecoderImage Segmentation	CodeCode Available
Contextual Embedding Learning to Enhance 2D Networks for Volumetric Image Segmentation	Apr 2, 2024	Image SegmentationSegmentation	CodeCode Available
Robust Segmentation of Brain MRI in the Wild with Hierarchical CNNs and no Retraining	Mar 3, 2022	DenoisingImage Segmentation	CodeCode Available
When SAM2 Meets Video Shadow and Mirror Detection	Dec 26, 2024	Image SegmentationMirror Detection	CodeCode Available
Fast Graph-Cut Based Optimization for Practical Dense Deformable Registration of Volume Images	Oct 19, 2018	Combinatorial OptimizationImage Registration	CodeCode Available
Fast, Exact and Multi-Scale Inference for Semantic Image Segmentation with Deep Gaussian CRFs	Mar 28, 2016	Image SegmentationPrediction	CodeCode Available
Super-realtime facial landmark detection and shape fitting by deep regression of shape model parameters	Feb 9, 2019	Facial Landmark DetectionImage Segmentation	CodeCode Available
Vision Transformers increase efficiency of 3D cardiac CT multi-label segmentation	Oct 13, 2023	3D Semantic SegmentationComputed Tomography (CT)	CodeCode Available
Super-Resolution Based Patch-Free 3D Image Segmentation with High-Frequency Guidance	Oct 26, 2022	Computed Tomography (CT)GPU	CodeCode Available
A Unified Loss for Handling Inter-Class and Intra-Class Imbalance in Medical Image Segmentation	Apr 11, 2025	Image SegmentationMedical Image Analysis	CodeCode Available
Mitigating Urban-Rural Disparities in Contrastive Representation Learning with Satellite Imagery	Nov 16, 2022	AttributeContrastive Learning	CodeCode Available
Robust Video-Based Eye Tracking Using Recursive Estimation of Pupil Characteristics	Jun 25, 2017	Image SegmentationPupil Detection	CodeCode Available
Supervised and unsupervised segmentation using superpixels, model estimation, and Graph Cut.	Nov 6, 2017	Image SegmentationSegmentation	CodeCode Available

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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