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 2426–2450 of 5035 papers

Title	Date	Tasks	Status	Hype
IDEAL: Improved DEnse locAL Contrastive Learning for Semi-Supervised Medical Image Segmentation	Oct 26, 2022	Contrastive LearningImage Segmentation	CodeCode Available	0
Super-Resolution Based Patch-Free 3D Image Segmentation with High-Frequency Guidance	Oct 26, 2022	Computed Tomography (CT)GPU	CodeCode Available	0
How precise are performance estimates for typical medical image segmentation tasks?	Oct 26, 2022	Image SegmentationMedical Image Segmentation	—Unverified	0
ConnectedUNets++: Mass Segmentation from Whole Mammographic Images	Oct 25, 2022	DecoderImage Segmentation	—Unverified	0
MEW-UNet: Multi-axis representation learning in frequency domain for medical image segmentation	Oct 25, 2022	Image SegmentationMedical Image Segmentation	CodeCode Available	1
MISm: A Medical Image Segmentation Metric for Evaluation of weak labeled Data	Oct 24, 2022	Image SegmentationMedical Image Segmentation	CodeCode Available	1
CMU-Net: A Strong ConvMixer-based Medical Ultrasound Image Segmentation Network	Oct 24, 2022	Image SegmentationMedical Image Segmentation	CodeCode Available	1
Semantic Image Segmentation with Deep Learning for Vine Leaf Phenotyping	Oct 24, 2022	Deep LearningImage Segmentation	—Unverified	0
Brain Tumor Segmentation using Enhanced U-Net Model with Empirical Analysis	Oct 24, 2022	Brain Tumor SegmentationDecoder	CodeCode Available	0
Large Batch and Patch Size Training for Medical Image Segmentation	Oct 24, 2022	GPUImage Segmentation	—Unverified	0
MS-DCANet: A Novel Segmentation Network For Multi-Modality COVID-19 Medical Images	Oct 22, 2022	Image SegmentationLearning Theory	—Unverified	0
Diversity-Promoting Ensemble for Medical Image Segmentation	Oct 22, 2022	DiversityImage Segmentation	—Unverified	0
Unsupervised Image Semantic Segmentation through Superpixels and Graph Neural Networks	Oct 21, 2022	Image SegmentationSegmentation	—Unverified	0
SimpleClick: Interactive Image Segmentation with Simple Vision Transformers	Oct 20, 2022	Image SegmentationInteractive Segmentation	CodeCode Available	2
RAIS: Robust and Accurate Interactive Segmentation via Continual Learning	Oct 20, 2022	Continual LearningImage Segmentation	—Unverified	0
Non-Iterative Scribble-Supervised Learning with Pacing Pseudo-Masks for Medical Image Segmentation	Oct 20, 2022	Image SegmentationMedical Image Segmentation	CodeCode Available	1
Image Semantic Relation Generation	Oct 19, 2022	Image RetrievalImage Segmentation	—Unverified	0
BirdSoundsDenoising: Deep Visual Audio Denoising for Bird Sounds	Oct 18, 2022	Audio DenoisingDenoising	CodeCode Available	1
Real-Time Multi-Modal Semantic Fusion on Unmanned Aerial Vehicles with Label Propagation for Cross-Domain Adaptation	Oct 18, 2022	Domain AdaptationImage Segmentation	—Unverified	0
Otsu based Differential Evolution Method for Image Segmentation	Oct 18, 2022	Image SegmentationSegmentation	—Unverified	0
EISeg: An Efficient Interactive Segmentation Tool based on PaddlePaddle	Oct 17, 2022	Image SegmentationInteractive Segmentation	—Unverified	0
Improving Object-centric Learning with Query Optimization	Oct 17, 2022	Image SegmentationObject	CodeCode Available	1
Cutting-Splicing data augmentation: A novel technology for medical image segmentation	Oct 17, 2022	Data AugmentationImage Segmentation	—Unverified	0
Heterogeneous Feature Distillation Network for SAR Image Semantic Segmentation	Oct 17, 2022	Image SegmentationSegmentation	—Unverified	0
ResAttUNet: Detecting Marine Debris using an Attention activated Residual UNet	Oct 16, 2022	DecoderDeep Learning	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