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 1776–1800 of 5035 papers

Title	Date	Tasks	Status	Hype
SPPNet: A Single-Point Prompt Network for Nuclei Image Segmentation	Aug 23, 2023	Cell SegmentationImage Segmentation	CodeCode Available	1
Rethinking Data Perturbation and Model Stabilization for Semi-supervised Medical Image Segmentation	Aug 23, 2023	Image SegmentationMedical Image Segmentation	CodeCode Available	1
Segment Anything for Microscopy	Aug 22, 2023	Image SegmentationInstance Segmentation	—Unverified	0
Semantic RGB-D Image Synthesis	Aug 22, 2023	Image GenerationImage Segmentation	—Unverified	0
Dynamic Open Vocabulary Enhanced Safe-landing with Intelligence (DOVESEI)	Aug 22, 2023	Image SegmentationSegmentation	CodeCode Available	0
BHSD: A 3D Multi-Class Brain Hemorrhage Segmentation Dataset	Aug 22, 2023	Image SegmentationMedical Image Segmentation	CodeCode Available	1
Switched auxiliary loss for robust training of transformer models for histopathological image segmentation	Aug 21, 2023	Image SegmentationSemantic Segmentation	—Unverified	0
Enhancing Medical Image Segmentation: Optimizing Cross-Entropy Weights and Post-Processing with Autoencoders	Aug 21, 2023	Image SegmentationMedical Image Segmentation	—Unverified	0
CVFC: Attention-Based Cross-View Feature Consistency for Weakly Supervised Semantic Segmentation of Pathology Images	Aug 21, 2023	Image SegmentationPrognosis	—Unverified	0
False Negative/Positive Control for SAM on Noisy Medical Images	Aug 20, 2023	Image SegmentationMedical Image Segmentation	CodeCode Available	1
EAVL: Explicitly Align Vision and Language for Referring Image Segmentation	Aug 18, 2023	Image SegmentationReferring Expression Segmentation	—Unverified	0
Microscopy Image Segmentation via Point and Shape Regularized Data Synthesis	Aug 18, 2023	Image SegmentationSegmentation	CodeCode Available	0
SAMedOCT: Adapting Segment Anything Model (SAM) for Retinal OCT	Aug 18, 2023	Image SegmentationSegmentation	—Unverified	0
A tailored Handwritten-Text-Recognition System for Medieval Latin	Aug 18, 2023	Data AugmentationDecoder	—Unverified	0
LesionMix: A Lesion-Level Data Augmentation Method for Medical Image Segmentation	Aug 17, 2023	Data AugmentationDiversity	CodeCode Available	0
SurgicalSAM: Efficient Class Promptable Surgical Instrument Segmentation	Aug 17, 2023	Image SegmentationSegmentation	CodeCode Available	1
Hierarchical Uncertainty Estimation for Medical Image Segmentation Networks	Aug 16, 2023	Image SegmentationMedical Image Segmentation	—Unverified	0
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	0
GAEI-UNet: Global Attention and Elastic Interaction U-Net for Vessel Image Segmentation	Aug 16, 2023	DiagnosticImage Segmentation	—Unverified	0
DSFNet: Dual-GCN and Location-fused Self-attention with Weighted Fast Normalized Fusion for Polyps Segmentation	Aug 15, 2023	Brain Tumor SegmentationDecoder	CodeCode Available	0
Confidence Contours: Uncertainty-Aware Annotation for Medical Semantic Segmentation	Aug 15, 2023	Image SegmentationMedical Image Segmentation	CodeCode Available	0
Exploring Transfer Learning in Medical Image Segmentation using Vision-Language Models	Aug 15, 2023	Image SegmentationMedical Image Segmentation	CodeCode Available	1
Self-Prompting Large Vision Models for Few-Shot Medical Image Segmentation	Aug 15, 2023	DecoderImage Segmentation	CodeCode Available	1
Context-Aware Pseudo-Label Refinement for Source-Free Domain Adaptive Fundus Image Segmentation	Aug 15, 2023	DenoisingDomain Adaptation	CodeCode Available	1
CEmb-SAM: Segment Anything Model with Condition Embedding for Joint Learning from Heterogeneous Datasets	Aug 14, 2023	DiagnosticImage 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