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 726–750 of 5035 papers

Title	Date	Tasks	Status	Hype
Semantic-SuPer: A Semantic-aware Surgical Perception Framework for Endoscopic Tissue Identification, Reconstruction, and Tracking	Oct 29, 2022	3D ReconstructionImage Segmentation	CodeCode Available	1
Open-vocabulary Semantic Segmentation with Frozen Vision-Language Models	Oct 27, 2022	Image SegmentationLanguage Modelling	CodeCode Available	1
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
Non-Iterative Scribble-Supervised Learning with Pacing Pseudo-Masks for Medical Image Segmentation	Oct 20, 2022	Image SegmentationMedical Image Segmentation	CodeCode Available	1
BirdSoundsDenoising: Deep Visual Audio Denoising for Bird Sounds	Oct 18, 2022	Audio DenoisingDenoising	CodeCode Available	1
Improving Object-centric Learning with Query Optimization	Oct 17, 2022	Image SegmentationObject	CodeCode Available	1
ResAttUNet: Detecting Marine Debris using an Attention activated Residual UNet	Oct 16, 2022	DecoderDeep Learning	CodeCode Available	1
Optimizing Vision Transformers for Medical Image Segmentation	Oct 14, 2022	Domain AdaptationImage Segmentation	CodeCode Available	1
FocalUNETR: A Focal Transformer for Boundary-aware Segmentation of CT Images	Oct 6, 2022	Computed Tomography (CT)Image Segmentation	CodeCode Available	1
Complementary consistency semi-supervised learning for 3D left atrial image segmentation	Oct 4, 2022	Image SegmentationSegmentation	CodeCode Available	1
Predictive Inference with Feature Conformal Prediction	Oct 1, 2022	Conformal PredictionImage Segmentation	CodeCode Available	1
Learning Hierarchical Image Segmentation For Recognition and By Recognition	Oct 1, 2022	Computational Efficiencyimage-classification	CodeCode Available	1
PLN: Parasitic-Like Network for Barely Supervised Medical Image Segmentation	Sep 30, 2022	Image SegmentationMedical Image Segmentation	CodeCode Available	1
UNesT: Local Spatial Representation Learning with Hierarchical Transformer for Efficient Medical Segmentation	Sep 28, 2022	Brain SegmentationImage Segmentation	CodeCode Available	1
RetiFluidNet: A Self-Adaptive and Multi-Attention Deep Convolutional Network for Retinal OCT Fluid Segmentation	Sep 26, 2022	Image SegmentationManagement	CodeCode Available	1
CUTS: A Deep Learning and Topological Framework for Multigranular Unsupervised Medical Image Segmentation	Sep 23, 2022	Contrastive LearningImage Segmentation	CodeCode Available	1
Self-adversarial Multi-scale Contrastive Learning for Semantic Segmentation of Thermal Facial Images	Sep 21, 2022	Contrastive LearningImage Augmentation	CodeCode Available	1
Towards Robust Referring Image Segmentation	Sep 20, 2022	Image SegmentationSegmentation	CodeCode Available	1
Attentive Symmetric Autoencoder for Brain MRI Segmentation	Sep 19, 2022	Image SegmentationMedical Image Segmentation	CodeCode Available	1
Rethinking the Unpretentious U-net for Medical Ultrasound Image Segmentation	Sep 15, 2022	Image SegmentationSegmentation	CodeCode Available	1
HarDNet-DFUS: An Enhanced Harmonically-Connected Network for Diabetic Foot Ulcer Image Segmentation and Colonoscopy Polyp Segmentation	Sep 15, 2022	DecoderImage Segmentation	CodeCode Available	1
Landmark-free Statistical Shape Modeling via Neural Flow Deformations	Sep 14, 2022	Image SegmentationSemantic Segmentation	CodeCode Available	1
DOMINO: Domain-aware Model Calibration in Medical Image Segmentation	Sep 13, 2022	Image SegmentationMedical Image Segmentation	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