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 1101–1125 of 5035 papers

Title	Date	Tasks	Status	Hype
Image segmentation of treated and untreated tumor spheroids by Fully Convolutional Networks	May 2, 2024	Image SegmentationSegmentation	—Unverified	0
ASAM: Boosting Segment Anything Model with Adversarial Tuning	May 1, 2024	Image Segmentationmodel	CodeCode Available	2
CrossMatch: Enhance Semi-Supervised Medical Image Segmentation with Perturbation Strategies and Knowledge Distillation	May 1, 2024	Image SegmentationKnowledge Distillation	CodeCode Available	1
DmADs-Net: Dense multiscale attention and depth-supervised network for medical image segmentation	May 1, 2024	Image SegmentationMedical Image Segmentation	—Unverified	0
Adaptive Bidirectional Displacement for Semi-Supervised Medical Image Segmentation	May 1, 2024	Image SegmentationMedical Image Segmentation	CodeCode Available	2
Predictive Accuracy-Based Active Learning for Medical Image Segmentation	May 1, 2024	Active LearningDiversity	CodeCode Available	0
A Flexible 2.5D Medical Image Segmentation Approach with In-Slice and Cross-Slice Attention	Apr 30, 2024	Computational EfficiencyImage Segmentation	CodeCode Available	1
SpecstatOR: Speckle statistics-based iOCT Segmentation Network for Ophthalmic Surgery	Apr 30, 2024	Image SegmentationSegmentation	—Unverified	0
ATOMMIC: An Advanced Toolbox for Multitask Medical Imaging Consistency to facilitate Artificial Intelligence applications from acquisition to analysis in Magnetic Resonance Imaging	Apr 30, 2024	BenchmarkingImage Reconstruction	CodeCode Available	1
MFP: Making Full Use of Probability Maps for Interactive Image Segmentation	Apr 29, 2024	Image SegmentationInteractive Segmentation	CodeCode Available	1
Clicks2Line: Using Lines for Interactive Image Segmentation	Apr 29, 2024	Image SegmentationInteractive Segmentation	—Unverified	0
U-Nets as Belief Propagation: Efficient Classification, Denoising, and Diffusion in Generative Hierarchical Models	Apr 29, 2024	DecoderDenoising	—Unverified	0
A Partial Replication of MaskFormer in TensorFlow on TPUs for the TensorFlow Model Garden	Apr 29, 2024	Image SegmentationSemantic Segmentation	CodeCode Available	0
GLIMS: Attention-Guided Lightweight Multi-Scale Hybrid Network for Volumetric Semantic Segmentation	Apr 27, 2024	BraTS2021Image Segmentation	CodeCode Available	0
Open-Set 3D Semantic Instance Maps for Vision Language Navigation -- O3D-SIM	Apr 27, 2024	Image SegmentationNavigate	CodeCode Available	0
Segmentation Quality and Volumetric Accuracy in Medical Imaging	Apr 27, 2024	Image SegmentationMedical Image Segmentation	—Unverified	0
Discriminative features pyramid network for medical image segmentation	Apr 25, 2024	Image SegmentationMedical Image Segmentation	CodeCode Available	0
Discriminative features pyramid network for medical image segmentation	Apr 25, 2024	Image SegmentationMedical Image Segmentation	CodeCode Available	0
Auto-Generating Weak Labels for Real & Synthetic Data to Improve Label-Scarce Medical Image Segmentation	Apr 25, 2024	Image SegmentationMedical Image Segmentation	CodeCode Available	1
Multimodal Information Interaction for Medical Image Segmentation	Apr 25, 2024	Heart SegmentationImage Segmentation	CodeCode Available	2
Semantic Segmentation Refiner for Ultrasound Applications with Zero-Shot Foundation Models	Apr 25, 2024	Image SegmentationMedical Image Segmentation	—Unverified	0
DiffSeg: A Segmentation Model for Skin Lesions Based on Diffusion Difference	Apr 25, 2024	Decision MakingImage Segmentation	—Unverified	0
Multi-view Cardiac Image Segmentation via Trans-Dimensional Priors	Apr 25, 2024	Image SegmentationSegmentation	—Unverified	0
MAS-SAM: Segment Any Marine Animal with Aggregated Features	Apr 24, 2024	DecoderImage Segmentation	CodeCode Available	1
Mitigating False Predictions In Unreasonable Body Regions	Apr 24, 2024	Domain GeneralizationImage 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