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

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Showing 2601–2625 of 5035 papers

Title	Date	Tasks	Status
Scribble-supervised Cell Segmentation Using Multiscale Contrastive Regularization	Jun 25, 2023	Cell SegmentationImage Segmentation	CodeCode Available
Multi-Scale Cross Contrastive Learning for Semi-Supervised Medical Image Segmentation	Jun 25, 2023	Contrastive LearningImage Segmentation	—Unverified
On Evaluating the Adversarial Robustness of Semantic Segmentation Models	Jun 25, 2023	Adversarial Robustnessimage-classification	—Unverified
Interpretable Small Training Set Image Segmentation Network Originated from Multi-Grid Variational Model	Jun 25, 2023	Image SegmentationSegmentation	—Unverified
Introducing A Novel Method For Adaptive Thresholding In Brain Tumor Medical Image Segmentation	Jun 25, 2023	Deep LearningImage Segmentation	—Unverified
AttResDU-Net: Medical Image Segmentation Using Attention-based Residual Double U-Net	Jun 25, 2023	Image SegmentationMedical Image Segmentation	CodeCode Available
UAlberta at SemEval-2023 Task 1: Context Augmentation and Translation for Multilingual Visual Word Sense Disambiguation	Jun 24, 2023	Image GenerationImage Segmentation	CodeCode Available
Limitations of Out-of-Distribution Detection in 3D Medical Image Segmentation	Jun 23, 2023	Image SegmentationMedical Image Segmentation	—Unverified
Can a single image processing algorithm work equally well across all phases of DCE-MRI?	Jun 22, 2023	AllImage Registration	—Unverified
A Sparse Graph Formulation for Efficient Spectral Image Segmentation	Jun 22, 2023	Image SegmentationSegmentation	—Unverified
Comparative Analysis of Segment Anything Model and U-Net for Breast Tumor Detection in Ultrasound and Mammography Images	Jun 21, 2023	Image SegmentationMedical Image Segmentation	—Unverified
Fast Segment Anything	Jun 21, 2023	Edge DetectionImage Segmentation	CodeCode Available
WiCo: Win-win Cooperation of Bottom-up and Top-down Referring Image Segmentation	Jun 19, 2023	cross-modal alignmentImage Segmentation	—Unverified
Towards Better Certified Segmentation via Diffusion Models	Jun 16, 2023	Autonomous DrivingImage Segmentation	CodeCode Available
Advancing Volumetric Medical Image Segmentation via Global-Local Masked Autoencoder	Jun 15, 2023	Image SegmentationMedical Image Segmentation	—Unverified
Temporally-Extended Prompts Optimization for SAM in Interactive Medical Image Segmentation	Jun 15, 2023	Image SegmentationMedical Image Segmentation	—Unverified
On Certified Generalization in Structured Prediction	Jun 15, 2023	Generalization BoundsGraph Generation	—Unverified
Transferring Knowledge for Food Image Segmentation using Transformers and Convolutions	Jun 15, 2023	Image SegmentationSegmentation	—Unverified
A Client-server Deep Federated Learning for Cross-domain Surgical Image Segmentation	Jun 14, 2023	DiagnosticDomain Adaptation	CodeCode Available
C^3PS: Context-aware Conditional Cross Pseudo Supervision for Semi-supervised Medical Image Segmentation	Jun 14, 2023	Image SegmentationMedical Image Segmentation	—Unverified
Extending CLIP's Image-Text Alignment to Referring Image Segmentation	Jun 14, 2023	Image SegmentationReferring Expression Segmentation	—Unverified
SMC-UDA: Structure-Modal Constraint for Unsupervised Cross-Domain Renal Segmentation	Jun 14, 2023	Domain AdaptationImage Segmentation	—Unverified
M^2UNet: MetaFormer Multi-scale Upsampling Network for Polyp Segmentation	Jun 14, 2023	DecoderImage Segmentation	—Unverified
RRSIS: Referring Remote Sensing Image Segmentation	Jun 14, 2023	BenchmarkingImage Segmentation	—Unverified
Compositionally Equivariant Representation Learning	Jun 13, 2023	AnatomyImage 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