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 2301–2325 of 5035 papers

Title	Date	Tasks	Status
Instance-guided Cartoon Editing with a Large-scale Dataset	Dec 4, 2023	Image SegmentationSegmentation	—Unverified
Breast Cancer Detection Using Deep Learning Technique Based On Ultrasound Image	Dec 4, 2023	Breast Cancer DetectionDeep Learning	—Unverified
SRSNetwork: Siamese Reconstruction-Segmentation Networks based on Dynamic-Parameter Convolution	Dec 4, 2023	Image SegmentationMedical Image Segmentation	CodeCode Available
ResEnsemble-DDPM: Residual Denoising Diffusion Probabilistic Models for Ensemble Learning	Dec 4, 2023	DenoisingEnsemble Learning	—Unverified
Automatic Report Generation for Histopathology images using pre-trained Vision Transformers and BERT	Dec 3, 2023	Caption GenerationDecoder	CodeCode Available
A Recent Survey of Vision Transformers for Medical Image Segmentation	Dec 1, 2023	Image SegmentationInductive Bias	—Unverified
Towards Generalizable Referring Image Segmentation via Target Prompt and Visual Coherence	Dec 1, 2023	Image SegmentationSemantic Segmentation	—Unverified
Mitigating Over-smoothing in Transformers via Regularized Nonlocal Functionals	Dec 1, 2023	Image SegmentationLanguage Modeling	—Unverified
VREM-FL: Mobility-Aware Computation-Scheduling Co-Design for Vehicular Federated Learning	Nov 30, 2023	Autonomous DrivingEdge-computing	CodeCode Available
A Survey on Deep Learning for Polyp Segmentation: Techniques, Challenges and Future Trends	Nov 30, 2023	Deep LearningImage Segmentation	CodeCode Available
CLiSA: A Hierarchical Hybrid Transformer Model using Orthogonal Cross Attention for Satellite Image Cloud Segmentation	Nov 29, 2023	Cloud DetectionImage Segmentation	—Unverified
Improving Feature Stability during Upsampling -- Spectral Artifacts and the Importance of Spatial Context	Nov 29, 2023	Disparity EstimationImage Classification	—Unverified
Synchronizing Vision and Language: Bidirectional Token-Masking AutoEncoder for Referring Image Segmentation	Nov 29, 2023	Image SegmentationSemantic Segmentation	—Unverified
Guided Prompting in SAM for Weakly Supervised Cell Segmentation in Histopathological Images	Nov 29, 2023	Cell SegmentationImage Segmentation	CodeCode Available
Parameter Efficient Fine-tuning via Cross Block Orchestration for Segment Anything Model	Nov 28, 2023	image-classificationImage Classification	—Unverified
Clean Label Disentangling for Medical Image Segmentation with Noisy Labels	Nov 28, 2023	DisentanglementImage Segmentation	CodeCode Available
Image segmentation with traveling waves in an exactly solvable recurrent neural network	Nov 28, 2023	Image SegmentationObject	—Unverified
Joint network for specular highlight detection and adversarial generation of specular-free images trained with polarimetric data	Nov 28, 2023	Decision MakingGenerative Adversarial Network	CodeCode Available
RISAM: Referring Image Segmentation via Mutual-Aware Attention Features	Nov 27, 2023	DecoderImage Segmentation	—Unverified
Where to Begin? From Random to Foundation Model Instructed Initialization in Federated Learning for Medical Image Segmentation	Nov 27, 2023	Federated LearningImage Segmentation	—Unverified
Can SAM recognize crops? Quantifying the zero-shot performance of a semantic segmentation foundation model on generating crop-type maps using satellite imagery for precision agriculture	Nov 25, 2023	Crop ClassificationCrop Type Mapping	—Unverified
Bayesian Neural Networks for 2D MRI Segmentation	Nov 24, 2023	Deep LearningImage Segmentation	—Unverified
LACFormer: Toward accurate and efficient polyp segmentation	Nov 23, 2023	DecoderImage Segmentation	CodeCode Available
Hybrid Whale-Mud-Ring Optimization for Precise Color Skin Cancer Image Segmentation	Nov 22, 2023	Image SegmentationSemantic Segmentation	—Unverified
Leveraging Unlabeled Data for 3D Medical Image Segmentation through Self-Supervised Contrastive Learning	Nov 21, 2023	Contrastive LearningImage 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