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 2276–2300 of 5035 papers

Title	Date	Tasks	Status
Collaborative Learning for Annotation-Efficient Volumetric MR Image Segmentation	Dec 18, 2023	Image SegmentationLeft Atrium Segmentation	—Unverified
ESDMR-Net: A Lightweight Network With Expand-Squeeze and Dual Multiscale Residual Connections for Medical Image Segmentation	Dec 17, 2023	DecoderImage Segmentation	—Unverified
Semantic Segmentation Using Transfer Learning on Fisheye Images	Dec 17, 2023	Image SegmentationSegmentation	—Unverified
How to Efficiently Annotate Images for Best-Performing Deep Learning Based Segmentation Models: An Empirical Study with Weak and Noisy Annotations and Segment Anything Model	Dec 17, 2023	Image SegmentationSegmentation	CodeCode Available
Q-Segment: Segmenting Images In-Sensor for Vessel-Based Medical Diagnosis	Dec 15, 2023	DecoderImage Segmentation	—Unverified
Towards the Unification of Generative and Discriminative Visual Foundation Model: A Survey	Dec 15, 2023	Image GenerationImage Segmentation	—Unverified
SQA-SAM: Segmentation Quality Assessment for Medical Images Utilizing the Segment Anything Model	Dec 15, 2023	Image SegmentationMedical Image Segmentation	—Unverified
ReCoRe: Regularized Contrastive Representation Learning of World Model	Dec 14, 2023	Contrastive LearningDenoising	—Unverified
ASLseg: Adapting SAM in the Loop for Semi-supervised Liver Tumor Segmentation	Dec 13, 2023	General KnowledgeImage Segmentation	—Unverified
Enhancing CT Image synthesis from multi-modal MRI data based on a multi-task neural network framework	Dec 13, 2023	Image GenerationImage Segmentation	—Unverified
Advanced Image Segmentation Techniques for Neural Activity Detection via C-fos Immediate Early Gene Expression	Dec 13, 2023	Action DetectionActivity Detection	—Unverified
CLIP as RNN: Segment Countless Visual Concepts without Training Endeavor	Dec 12, 2023	Image SegmentationSegmentation	—Unverified
Dual Structure-Aware Image Filterings for Semi-supervised Medical Image Segmentation	Dec 12, 2023	Image SegmentationMedical Image Segmentation	—Unverified
MS-Twins: Multi-Scale Deep Self-Attention Networks for Medical Image Segmentation	Dec 12, 2023	ClassificationImage Classification	—Unverified
Flexible visual prompts for in-context learning in computer vision	Dec 11, 2023	Image SegmentationIn-Context Learning	CodeCode Available
A dynamic interactive learning framework for automated 3D medical image segmentation	Dec 11, 2023	Image RegistrationImage Segmentation	—Unverified
ReshapeIT: Reliable Shape Interaction with Implicit Template for Anatomical Structure Reconstruction	Dec 11, 2023	Image SegmentationMedical Image Segmentation	CodeCode Available
AttenScribble: Attentive Similarity Learning for Scribble-Supervised Medical Image Segmentation	Dec 11, 2023	Image SegmentationMedical Image Segmentation	—Unverified
SAR image segmentation algorithms based on I-divergence-TV model	Dec 9, 2023	Image SegmentationSegmentation	—Unverified
A global optimization SAR image segmentation model can be easily transformed to a general ROF denoising model	Dec 8, 2023	Denoisingglobal-optimization	—Unverified
ODES: Domain Adaptation with Expert Guidance for Online Medical Image Segmentation	Dec 8, 2023	Active LearningDomain Adaptation	—Unverified
LSegDiff: A Latent Diffusion Model for Medical Image Segmentation	Dec 7, 2023	DecoderImage Generation	—Unverified
An unsupervised approach towards promptable defect segmentation in laser-based additive manufacturing by Segment Anything	Dec 7, 2023	Anomaly DetectionAstronomy	—Unverified
DeepPyramid+: Medical Image Segmentation using Pyramid View Fusion and Deformable Pyramid Reception	Dec 6, 2023	Image SegmentationMedical Image Segmentation	—Unverified
Graph Information Bottleneck for Remote Sensing Segmentation	Dec 5, 2023	Change DetectionContrastive Learning	—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