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 1451–1475 of 5035 papers

Title	Date	Tasks	Status	Hype
ESDMR-Net: A Lightweight Network With Expand-Squeeze and Dual Multiscale Residual Connections for Medical Image Segmentation	Dec 17, 2023	DecoderImage Segmentation	—Unverified	0
Towards the Unification of Generative and Discriminative Visual Foundation Model: A Survey	Dec 15, 2023	Image GenerationImage Segmentation	—Unverified	0
Gradient-based Parameter Selection for Efficient Fine-Tuning	Dec 15, 2023	image-classificationImage Classification	CodeCode Available	1
Q-Segment: Segmenting Images In-Sensor for Vessel-Based Medical Diagnosis	Dec 15, 2023	DecoderImage Segmentation	—Unverified	0
SQA-SAM: Segmentation Quality Assessment for Medical Images Utilizing the Segment Anything Model	Dec 15, 2023	Image SegmentationMedical Image Segmentation	—Unverified	0
SegRap2023: A Benchmark of Organs-at-Risk and Gross Tumor Volume Segmentation for Radiotherapy Planning of Nasopharyngeal Carcinoma	Dec 15, 2023	Computed Tomography (CT)Image Segmentation	CodeCode Available	1
MCANet: Medical Image Segmentation with Multi-Scale Cross-Axis Attention	Dec 14, 2023	Image SegmentationLesion Segmentation	CodeCode Available	2
ReCoRe: Regularized Contrastive Representation Learning of World Model	Dec 14, 2023	Contrastive LearningDenoising	—Unverified	0
ASLseg: Adapting SAM in the Loop for Semi-supervised Liver Tumor Segmentation	Dec 13, 2023	General KnowledgeImage Segmentation	—Unverified	0
Advanced Image Segmentation Techniques for Neural Activity Detection via C-fos Immediate Early Gene Expression	Dec 13, 2023	Action DetectionActivity Detection	—Unverified	0
Enhancing CT Image synthesis from multi-modal MRI data based on a multi-task neural network framework	Dec 13, 2023	Image GenerationImage Segmentation	—Unverified	0
CLIP as RNN: Segment Countless Visual Concepts without Training Endeavor	Dec 12, 2023	Image SegmentationSegmentation	—Unverified	0
Dual Structure-Aware Image Filterings for Semi-supervised Medical Image Segmentation	Dec 12, 2023	Image SegmentationMedical Image Segmentation	—Unverified	0
Interfacing Foundation Models' Embeddings	Dec 12, 2023	DecoderImage Segmentation	CodeCode Available	1
ScribblePrompt: Fast and Flexible Interactive Segmentation for Any Biomedical Image	Dec 12, 2023	Image SegmentationInteractive Segmentation	CodeCode Available	2
MS-Twins: Multi-Scale Deep Self-Attention Networks for Medical Image Segmentation	Dec 12, 2023	ClassificationImage Classification	—Unverified	0
A dynamic interactive learning framework for automated 3D medical image segmentation	Dec 11, 2023	Image RegistrationImage Segmentation	—Unverified	0
SemiSAM: Enhancing Semi-Supervised Medical Image Segmentation via SAM-Assisted Consistency Regularization	Dec 11, 2023	Image SegmentationMedical Image Segmentation	CodeCode Available	1
DG-TTA: Out-of-domain Medical Image Segmentation through Augmentation and Descriptor-driven Domain Generalization and Test-Time Adaptation	Dec 11, 2023	Domain AdaptationDomain Generalization	CodeCode Available	1
Flexible visual prompts for in-context learning in computer vision	Dec 11, 2023	Image SegmentationIn-Context Learning	CodeCode Available	0
AttenScribble: Attentive Similarity Learning for Scribble-Supervised Medical Image Segmentation	Dec 11, 2023	Image SegmentationMedical Image Segmentation	—Unverified	0
ReshapeIT: Reliable Shape Interaction with Implicit Template for Anatomical Structure Reconstruction	Dec 11, 2023	Image SegmentationMedical Image Segmentation	CodeCode Available	0
SAR image segmentation algorithms based on I-divergence-TV model	Dec 9, 2023	Image SegmentationSegmentation	—Unverified	0
A global optimization SAR image segmentation model can be easily transformed to a general ROF denoising model	Dec 8, 2023	Denoisingglobal-optimization	—Unverified	0
Loss Functions in the Era of Semantic Segmentation: A Survey and Outlook	Dec 8, 2023	Image SegmentationSegmentation	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