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 3826–3850 of 5035 papers

Title	Date	Tasks	Status
Where Should I Spend My FLOPS? Efficiency Evaluations of Visual Pre-training Methods	Sep 30, 2022	Computational EfficiencyData Augmentation	—Unverified
Where to Begin? From Random to Foundation Model Instructed Initialization in Federated Learning for Medical Image Segmentation	Nov 27, 2023	Federated LearningImage Segmentation	—Unverified
WiCo: Win-win Cooperation of Bottom-up and Top-down Referring Image Segmentation	Jun 19, 2023	cross-modal alignmentImage Segmentation	—Unverified
Wide-Area Land Cover Mapping with Sentinel-1 Imagery using Deep Learning Semantic Segmentation Models	Dec 11, 2019	Image ClassificationImage Segmentation	—Unverified
Wild Animal Classifier Using CNN	Oct 3, 2022	Image SegmentationSemantic Segmentation	—Unverified
Winograd Convolution for Deep Neural Networks: Efficient Point Selection	Jan 25, 2022	Image SegmentationObject Recognition	—Unverified
Wireless Transmission of Images With The Assistance of Multi-level Semantic Information	Feb 8, 2022	Image SegmentationSegmentation	—Unverified
w-Net: Dual Supervised Medical Image Segmentation Model with Multi-Dimensional Attention and Cascade Multi-Scale Convolution	Nov 15, 2020	Image SegmentationMedical Image Segmentation	—Unverified
World of Forms: Deformable Geometric Templates for One-Shot Surface Meshing in Coronary CT Angiography	Sep 18, 2024	Graph Neural NetworkImage Segmentation	—Unverified
Wound Segmentation with Dynamic Illumination Correction and Dual-view Semantic Fusion	Jul 12, 2022	Image SegmentationSegmentation	—Unverified
WRT-SAM: Foundation Model-Driven Segmentation for Generalized Weld Radiographic Testing	Feb 17, 2025	Anomaly DetectionImage Segmentation	—Unverified
Y-CA-Net: A Convolutional Attention Based Network for Volumetric Medical Image Segmentation	Oct 1, 2024	Image SegmentationMedical Image Segmentation	—Unverified
Y-net: Biomedical Image Segmentation and Clustering	Apr 12, 2020	ClusteringDeep Clustering	—Unverified
YouTube-VOS: A Large-Scale Video Object Segmentation Benchmark	Sep 6, 2018	Image SegmentationObject	—Unverified
Zero-shot Autonomous Microscopy for Scalable and Intelligent Characterization of 2D Materials	Apr 14, 2025	Image SegmentationPrompt Engineering	—Unverified
Zero-shot capability of SAM-family models for bone segmentation in CT scans	Nov 13, 2024	Image SegmentationMedical Image Segmentation	—Unverified
Zero-Shot Digital Rock Image Segmentation with a Fine-Tuned Segment Anything Model	Nov 17, 2023	Image SegmentationSegmentation	—Unverified
Zero-shot Domain Generalization of Foundational Models for 3D Medical Image Segmentation: An Experimental Study	Mar 28, 2025	Domain GeneralizationImage Segmentation	—Unverified
Zero-Shot Gaze-based Volumetric Medical Image Segmentation	May 21, 2025	Image SegmentationInteractive Segmentation	—Unverified
Zeus: Zero-shot LLM Instruction for Union Segmentation in Multimodal Medical Imaging	Apr 9, 2025	DiagnosticImage Segmentation	—Unverified
ZNNi - Maximizing the Inference Throughput of 3D Convolutional Networks on Multi-Core CPUs and GPUs	Jun 17, 2016	CPUGPU	—Unverified
Machine Vision Guided 3D Medical Image Compression for Efficient Transmission and Accurate Segmentation in the Clouds	Apr 9, 2019	Image CompressionImage Segmentation	—Unverified
A Novel Deep Learning Based Approach for Left Ventricle Segmentation in Echocardiography: MFP-Unet	Jun 25, 2019	DecoderImage Segmentation	—Unverified
MGFI-Net: A Multi-Grained Feature Integration Network for Enhanced Medical Image Segmentation	Feb 19, 2025	Image SegmentationMedical Image Segmentation	—Unverified
Microplastic Identification Using AI-Driven Image Segmentation and GAN-Generated Ecological Context	Oct 25, 2024	Generative Adversarial NetworkImage Segmentation	—Unverified

Show:10 25 50

← PrevPage 154 of 202Next →

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