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 1476–1500 of 5035 papers

Title	Date	Tasks	Status	Hype
ODES: Domain Adaptation with Expert Guidance for Online Medical Image Segmentation	Dec 8, 2023	Active LearningDomain Adaptation	—Unverified	0
LSegDiff: A Latent Diffusion Model for Medical Image Segmentation	Dec 7, 2023	DecoderImage Generation	—Unverified	0
E2ENet: Dynamic Sparse Feature Fusion for Accurate and Efficient 3D Medical Image Segmentation	Dec 7, 2023	Brain Tumor SegmentationImage Segmentation	CodeCode Available	1
An unsupervised approach towards promptable defect segmentation in laser-based additive manufacturing by Segment Anything	Dec 7, 2023	Anomaly DetectionAstronomy	—Unverified	0
Improving the Generalization of Segmentation Foundation Model under Distribution Shift via Weakly Supervised Adaptation	Dec 6, 2023	Domain AdaptationImage Segmentation	CodeCode Available	1
DeepPyramid+: Medical Image Segmentation using Pyramid View Fusion and Deformable Pyramid Reception	Dec 6, 2023	Image SegmentationMedical Image Segmentation	—Unverified	0
Graph Information Bottleneck for Remote Sensing Segmentation	Dec 5, 2023	Change DetectionContrastive Learning	—Unverified	0
Breast Cancer Detection Using Deep Learning Technique Based On Ultrasound Image	Dec 4, 2023	Breast Cancer DetectionDeep Learning	—Unverified	0
MobileUtr: Revisiting the relationship between light-weight CNN and Transformer for efficient medical image segmentation	Dec 4, 2023	Image SegmentationInductive Bias	CodeCode Available	1
ResEnsemble-DDPM: Residual Denoising Diffusion Probabilistic Models for Ensemble Learning	Dec 4, 2023	DenoisingEnsemble Learning	—Unverified	0
SRSNetwork: Siamese Reconstruction-Segmentation Networks based on Dynamic-Parameter Convolution	Dec 4, 2023	Image SegmentationMedical Image Segmentation	CodeCode Available	0
Instance-guided Cartoon Editing with a Large-scale Dataset	Dec 4, 2023	Image SegmentationSegmentation	—Unverified	0
Automatic Report Generation for Histopathology images using pre-trained Vision Transformers and BERT	Dec 3, 2023	Caption GenerationDecoder	CodeCode Available	0
Towards Generalizable Referring Image Segmentation via Target Prompt and Visual Coherence	Dec 1, 2023	Image SegmentationSemantic Segmentation	—Unverified	0
A Recent Survey of Vision Transformers for Medical Image Segmentation	Dec 1, 2023	Image SegmentationInductive Bias	—Unverified	0
Mitigating Over-smoothing in Transformers via Regularized Nonlocal Functionals	Dec 1, 2023	Image SegmentationLanguage Modeling	—Unverified	0
VREM-FL: Mobility-Aware Computation-Scheduling Co-Design for Vehicular Federated Learning	Nov 30, 2023	Autonomous DrivingEdge-computing	CodeCode Available	0
Each Test Image Deserves A Specific Prompt: Continual Test-Time Adaptation for 2D Medical Image Segmentation	Nov 30, 2023	Image SegmentationMedical Image Segmentation	CodeCode Available	1
A Survey on Deep Learning for Polyp Segmentation: Techniques, Challenges and Future Trends	Nov 30, 2023	Deep LearningImage Segmentation	CodeCode Available	0
Guided Prompting in SAM for Weakly Supervised Cell Segmentation in Histopathological Images	Nov 29, 2023	Cell SegmentationImage Segmentation	CodeCode Available	0
Synchronizing Vision and Language: Bidirectional Token-Masking AutoEncoder for Referring Image Segmentation	Nov 29, 2023	Image SegmentationSemantic Segmentation	—Unverified	0
CLiSA: A Hierarchical Hybrid Transformer Model using Orthogonal Cross Attention for Satellite Image Cloud Segmentation	Nov 29, 2023	Cloud DetectionImage Segmentation	—Unverified	0
Focus on Query: Adversarial Mining Transformer for Few-Shot Segmentation	Nov 29, 2023	Image SegmentationSemantic Segmentation	CodeCode Available	1
Alternate Diverse Teaching for Semi-supervised Medical Image Segmentation	Nov 29, 2023	Data AugmentationImage Segmentation	CodeCode Available	1
U-Net v2: Rethinking the Skip Connections of U-Net for Medical Image Segmentation	Nov 29, 2023	Computational EfficiencyDecoder	CodeCode Available	6

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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