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 1351–1375 of 5035 papers

Title	Date	Tasks	Status	Hype
MESA: Matching Everything by Segmenting Anything	Jan 30, 2024	Image SegmentationPose Estimation	—Unverified	0
MouSi: Poly-Visual-Expert Vision-Language Models	Jan 30, 2024	Image SegmentationImage-text matching	CodeCode Available	2
HICH Image/Text (HICH-IT): Comprehensive Text and Image Datasets for Hypertensive Intracerebral Hemorrhage Research	Jan 29, 2024	Image Segmentationnamed-entity-recognition	CodeCode Available	0
Breaking the Barrier: Selective Uncertainty-based Active Learning for Medical Image Segmentation	Jan 29, 2024	Active LearningImage Segmentation	CodeCode Available	0
ParaTransCNN: Parallelized TransCNN Encoder for Medical Image Segmentation	Jan 27, 2024	DecoderImage Segmentation	CodeCode Available	1
DeepGI: An Automated Approach for Gastrointestinal Tract Segmentation in MRI Scans	Jan 27, 2024	Image SegmentationSegmentation	—Unverified	0
Kitchen Food Waste Image Segmentation and Classification for Compost Nutrients Estimation	Jan 26, 2024	Image SegmentationNutrition	—Unverified	0
Inconsistency Masks: Removing the Uncertainty from Input-Pseudo-Label Pairs	Jan 25, 2024	Image SegmentationLesion Segmentation	CodeCode Available	1
BootPIG: Bootstrapping Zero-shot Personalized Image Generation Capabilities in Pretrained Diffusion Models	Jan 25, 2024	Image GenerationImage Segmentation	CodeCode Available	1
UrbanGenAI: Reconstructing Urban Landscapes using Panoptic Segmentation and Diffusion Models	Jan 25, 2024	Image GenerationImage Segmentation	—Unverified	0
Health Digital Twins Supported by Artificial Intelligence-based Algorithms and Extended Reality in Cardiology	Jan 25, 2024	AnatomyEthics	—Unverified	0
ProCNS: Progressive Prototype Calibration and Noise Suppression for Weakly-Supervised Medical Image Segmentation	Jan 25, 2024	AnatomyImage Segmentation	CodeCode Available	1
SegMamba: Long-range Sequential Modeling Mamba For 3D Medical Image Segmentation	Jan 24, 2024	Image SegmentationMamba	CodeCode Available	4
UNIMO-G: Unified Image Generation through Multimodal Conditional Diffusion	Jan 24, 2024	Conditional Image GenerationDenoising	—Unverified	0
Synthetic data enables faster annotation and robust segmentation for multi-object grasping in clutter	Jan 24, 2024	Dataset GenerationImage Segmentation	—Unverified	0
Segment Any Cell: A SAM-based Auto-prompting Fine-tuning Framework for Nuclei Segmentation	Jan 24, 2024	Image SegmentationSegmentation	—Unverified	0
Tyche: Stochastic In-Context Learning for Medical Image Segmentation	Jan 24, 2024	Image SegmentationIn-Context Learning	CodeCode Available	2
PA-SAM: Prompt Adapter SAM for High-Quality Image Segmentation	Jan 23, 2024	DecoderImage Segmentation	CodeCode Available	2
Local Background Estimation for Improved Gas Plume Identification in Hyperspectral Images	Jan 23, 2024	Image SegmentationSemantic Segmentation	—Unverified	0
CIS-UNet: Multi-Class Segmentation of the Aorta in Computed Tomography Angiography via Context-Aware Shifted Window Self-Attention	Jan 23, 2024	Computational EfficiencyComputed Tomography (CT)	CodeCode Available	1
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	0
Concealed Object Segmentation with Hierarchical Coherence Modeling	Jan 22, 2024	DecoderImage Segmentation	—Unverified	0
Collaborative Position Reasoning Network for Referring Image Segmentation	Jan 22, 2024	Image SegmentationPosition	—Unverified	0
Semi-supervised segmentation of land cover images using nonlinear canonical correlation analysis with multiple features and t-SNE	Jan 22, 2024	ClusteringImage Segmentation	—Unverified	0
MOSformer: Momentum encoder-based inter-slice fusion transformer for medical image segmentation	Jan 22, 2024	Computational EfficiencyImage Segmentation	—Unverified	0

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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