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 3001–3025 of 5035 papers

Title	Date	Tasks	Status
Seg4Reg+: Consistency Learning between Spine Segmentation and Cobb Angle Regression	Aug 26, 2022	global-optimizationImage Segmentation	—Unverified
Riesz-Quincunx-UNet Variational Auto-Encoder for Satellite Image Denoising	Aug 25, 2022	DenoisingImage Denoising	CodeCode Available
Multi-Modality Abdominal Multi-Organ Segmentation with Deep Supervised 3D Segmentation Model	Aug 24, 2022	Image SegmentationMedical Image Segmentation	—Unverified
ForestEyes Project: Conception, Enhancements, and Challenges	Aug 24, 2022	AstronomyImage Segmentation	—Unverified
Cats: Complementary CNN and Transformer Encoders for Segmentation	Aug 24, 2022	3D Medical Imaging SegmentationDecoder	—Unverified
Deep Structural Causal Shape Models	Aug 23, 2022	counterfactualImage Segmentation	—Unverified
Efficient Self-Supervision using Patch-based Contrastive Learning for Histopathology Image Segmentation	Aug 23, 2022	Contrastive LearningImage Segmentation	CodeCode Available
CM-MLP: Cascade Multi-scale MLP with Axial Context Relation Encoder for Edge Segmentation of Medical Image	Aug 23, 2022	Image SegmentationInductive Bias	CodeCode Available
Split-U-Net: Preventing Data Leakage in Split Learning for Collaborative Multi-Modal Brain Tumor Segmentation	Aug 22, 2022	Brain Tumor SegmentationImage Segmentation	—Unverified
Low-light Enhancement Method Based on Attention Map Net	Aug 19, 2022	Image EnhancementImage Segmentation	—Unverified
EAA-Net: Rethinking the Autoencoder Architecture with Intra-class Features for Medical Image Segmentation	Aug 19, 2022	Image SegmentationMedical Image Segmentation	—Unverified
Multi-dimensional topological loss for cortical plate segmentation in fetal brain MRI	Aug 16, 2022	Image SegmentationSegmentation	—Unverified
Estimating Appearance Models for Image Segmentation via Tensor Factorization	Aug 16, 2022	Image SegmentationSegmentation	CodeCode Available
An Efficient Multi-Scale Fusion Network for 3D Organ at Risk (OAR) Segmentation	Aug 15, 2022	Image SegmentationMedical Image Segmentation	—Unverified
Joint reconstruction-segmentation on graphs	Aug 11, 2022	Image SegmentationSegmentation	—Unverified
KiPA22 Report: U-Net with Contour Regularization for Renal Structures Segmentation	Aug 10, 2022	Image SegmentationMedical Image Segmentation	—Unverified
CANet: Channel Extending and Axial Attention Catching Network for Multi-structure Kidney Segmentation	Aug 10, 2022	AnatomyDecoder	—Unverified
TSRFormer: Table Structure Recognition with Transformers	Aug 9, 2022	Image SegmentationPrediction	—Unverified
Automatic Ultrasound Image Segmentation of Supraclavicular Nerve Using Dilated U-Net Deep Learning Architecture	Aug 9, 2022	Image SegmentationMedical Diagnosis	—Unverified
Learning from imperfect training data using a robust loss function: application to brain image segmentation	Aug 8, 2022	Brain Image SegmentationEEG	CodeCode Available
A neuromorphic approach to image processing and machine vision	Aug 7, 2022	Image SegmentationObject Recognition	—Unverified
Distributed Contrastive Learning for Medical Image Segmentation	Aug 7, 2022	Contrastive LearningFederated Learning	—Unverified
Exploring the Effects of Data Augmentation for Drivable Area Segmentation	Aug 6, 2022	Data AugmentationImage Segmentation	—Unverified
Discover the Mysteries of the Maya: Selected Contributions from the Machine Learning Challenge & The Discovery Challenge Workshop at ECML PKDD 2021	Aug 5, 2022	BIG-bench Machine LearningImage Segmentation	—Unverified
Calibrate the inter-observer segmentation uncertainty via diagnosis-first principle	Aug 5, 2022	Image SegmentationLesion Segmentation	CodeCode Available

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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