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 2501–2525 of 5035 papers

Title	Date	Tasks	Status
Tumor-Centered Patching for Enhanced Medical Image Segmentation	Aug 23, 2023	Computational EfficiencyImage Segmentation	—Unverified
Semantic RGB-D Image Synthesis	Aug 22, 2023	Image GenerationImage Segmentation	—Unverified
Segment Anything for Microscopy	Aug 22, 2023	Image SegmentationInstance Segmentation	—Unverified
Dynamic Open Vocabulary Enhanced Safe-landing with Intelligence (DOVESEI)	Aug 22, 2023	Image SegmentationSegmentation	CodeCode Available
CVFC: Attention-Based Cross-View Feature Consistency for Weakly Supervised Semantic Segmentation of Pathology Images	Aug 21, 2023	Image SegmentationPrognosis	—Unverified
Switched auxiliary loss for robust training of transformer models for histopathological image segmentation	Aug 21, 2023	Image SegmentationSemantic Segmentation	—Unverified
Enhancing Medical Image Segmentation: Optimizing Cross-Entropy Weights and Post-Processing with Autoencoders	Aug 21, 2023	Image SegmentationMedical Image Segmentation	—Unverified
EAVL: Explicitly Align Vision and Language for Referring Image Segmentation	Aug 18, 2023	Image SegmentationReferring Expression Segmentation	—Unverified
SAMedOCT: Adapting Segment Anything Model (SAM) for Retinal OCT	Aug 18, 2023	Image SegmentationSegmentation	—Unverified
Microscopy Image Segmentation via Point and Shape Regularized Data Synthesis	Aug 18, 2023	Image SegmentationSegmentation	CodeCode Available
A tailored Handwritten-Text-Recognition System for Medieval Latin	Aug 18, 2023	Data AugmentationDecoder	—Unverified
LesionMix: A Lesion-Level Data Augmentation Method for Medical Image Segmentation	Aug 17, 2023	Data AugmentationDiversity	CodeCode Available
GAEI-UNet: Global Attention and Elastic Interaction U-Net for Vessel Image Segmentation	Aug 16, 2023	DiagnosticImage Segmentation	—Unverified
ECPC-IDS:A benchmark endometrail cancer PET/CT image dataset for evaluation of semantic segmentation and detection of hypermetabolic regions	Aug 16, 2023	DiagnosticImage Segmentation	—Unverified
Hierarchical Uncertainty Estimation for Medical Image Segmentation Networks	Aug 16, 2023	Image SegmentationMedical Image Segmentation	—Unverified
DSFNet: Dual-GCN and Location-fused Self-attention with Weighted Fast Normalized Fusion for Polyps Segmentation	Aug 15, 2023	Brain Tumor SegmentationDecoder	CodeCode Available
Confidence Contours: Uncertainty-Aware Annotation for Medical Semantic Segmentation	Aug 15, 2023	Image SegmentationMedical Image Segmentation	CodeCode Available
Deepbet: Fast brain extraction of T1-weighted MRI using Convolutional Neural Networks	Aug 14, 2023	Deep LearningImage Segmentation	—Unverified
CEmb-SAM: Segment Anything Model with Condition Embedding for Joint Learning from Heterogeneous Datasets	Aug 14, 2023	DiagnosticImage Segmentation	—Unverified
How inter-rater variability relates to aleatoric and epistemic uncertainty: a case study with deep learning-based paraspinal muscle segmentation	Aug 14, 2023	Image SegmentationMedical Image Segmentation	—Unverified
Large-kernel Attention for Efficient and Robust Brain Lesion Segmentation	Aug 14, 2023	Image SegmentationLesion Segmentation	CodeCode Available
CATS v2: Hybrid encoders for robust medical segmentation	Aug 11, 2023	Domain AdaptationImage Segmentation	CodeCode Available
Leverage Weakly Annotation to Pixel-wise Annotation via Zero-shot Segment Anything Model for Molecular-empowered Learning	Aug 10, 2023	Image SegmentationSegmentation	—Unverified
From CNN to Transformer: A Review of Medical Image Segmentation Models	Aug 10, 2023	Image SegmentationMedical Image Analysis	—Unverified
Geometric Learning-Based Transformer Network for Estimation of Segmentation Errors	Aug 9, 2023	Graph Neural NetworkImage 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