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 1726–1750 of 5035 papers

Title	Date	Tasks	Status	Hype
Visual Material Characteristics Learning for Circular Healthcare	Sep 9, 2023	Image SegmentationPoint Tracking	CodeCode Available	0
Few-Shot Medical Image Segmentation via a Region-enhanced Prototypical Transformer	Sep 9, 2023	DiversityFew-Shot Learning	CodeCode Available	1
Grouping Boundary Proposals for Fast Interactive Image Segmentation	Sep 8, 2023	Image SegmentationSegmentation	—Unverified	0
AMLP:Adaptive Masking Lesion Patches for Self-supervised Medical Image Segmentation	Sep 8, 2023	Image SegmentationMedical Image Segmentation	—Unverified	0
From Text to Mask: Localizing Entities Using the Attention of Text-to-Image Diffusion Models	Sep 8, 2023	DenoisingImage Generation	CodeCode Available	0
MS-UNet-v2: Adaptive Denoising Method and Training Strategy for Medical Image Segmentation with Small Training Data	Sep 7, 2023	DecoderDenoising	—Unverified	0
TSI-Net: A Timing Sequence Image Segmentation Network for Intracranial Artery Segmentation in Digital Subtraction Angiography	Sep 7, 2023	Image SegmentationSegmentation	—Unverified	0
SAM3D: Segment Anything Model in Volumetric Medical Images	Sep 7, 2023	DiagnosticImage Segmentation	CodeCode Available	1
Towards Comparable Knowledge Distillation in Semantic Image Segmentation	Sep 7, 2023	Image SegmentationKnowledge Distillation	—Unverified	0
M3D-NCA: Robust 3D Segmentation with Built-in Quality Control	Sep 6, 2023	HippocampusImage Segmentation	CodeCode Available	1
MLN-net: A multi-source medical image segmentation method for clustered microcalcifications using multiple layer normalization	Sep 6, 2023	Image AugmentationImage Segmentation	CodeCode Available	0
DeepTriNet: A Tri-Level Attention Based DeepLabv3+ Architecture for Semantic Segmentation of Satellite Images	Sep 5, 2023	Change DetectionImage Segmentation	—Unverified	0
GenSelfDiff-HIS: Generative Self-Supervision Using Diffusion for Histopathological Image Segmentation	Sep 4, 2023	Histopathological SegmentationImage Segmentation	CodeCode Available	1
AdLER: Adversarial Training with Label Error Rectification for One-Shot Medical Image Segmentation	Sep 2, 2023	AnatomyData Augmentation	CodeCode Available	0
Contrastive Grouping with Transformer for Referring Image Segmentation	Sep 2, 2023	Contrastive LearningImage Segmentation	CodeCode Available	1
Unsupervised bias discovery in medical image segmentation	Sep 1, 2023	FairnessImage Segmentation	CodeCode Available	0
Beyond Self-Attention: Deformable Large Kernel Attention for Medical Image Segmentation	Aug 31, 2023	Image SegmentationMedical Image Segmentation	CodeCode Available	2
Bellybutton: Accessible and Customizable Deep-Learning Image Segmentation	Aug 31, 2023	Deep LearningImage Segmentation	—Unverified	0
Self-supervised Semantic Segmentation: Consistency over Transformation	Aug 31, 2023	Image SegmentationMedical Image Segmentation	CodeCode Available	1
BTSeg: Barlow Twins Regularization for Domain Adaptation in Semantic Segmentation	Aug 31, 2023	Autonomous DrivingDomain Adaptation	CodeCode Available	0
Dual-Decoder Consistency via Pseudo-Labels Guided Data Augmentation for Semi-Supervised Medical Image Segmentation	Aug 31, 2023	Data AugmentationDecoder	CodeCode Available	0
Self-Sampling Meta SAM: Enhancing Few-shot Medical Image Segmentation with Meta-Learning	Aug 31, 2023	DecoderFew-Shot Learning	CodeCode Available	1
Shape of my heart: Cardiac models through learned signed distance functions	Aug 31, 2023	Image SegmentationMedical Image Segmentation	—Unverified	0
Ref-Diff: Zero-shot Referring Image Segmentation with Generative Models	Aug 31, 2023	Image SegmentationInstance Segmentation	CodeCode Available	1
A Recycling Training Strategy for Medical Image Segmentation with Diffusion Denoising Models	Aug 30, 2023	DenoisingImage Segmentation	CodeCode Available	1

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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