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 926–950 of 5035 papers

Title	Date	Tasks	Status	Hype
nnFormer: Interleaved Transformer for Volumetric Segmentation	Sep 7, 2021	Image SegmentationInductive Bias	CodeCode Available	1
Ultra-high Resolution Image Segmentation via Locality-aware Context Fusion and Alternating Local Enhancement	Sep 6, 2021	Image SegmentationLand Cover Classification	CodeCode Available	1
Automatic Foot Ulcer Segmentation Using an Ensemble of Convolutional Neural Networks	Sep 3, 2021	DecoderImage Segmentation	CodeCode Available	1
LIVECell—A large-scale dataset for label-free live cell segmentation	Aug 30, 2021	Cell SegmentationCultural Vocal Bursts Intensity Prediction	CodeCode Available	1
ISNet: Integrate Image-Level and Semantic-Level Context for Semantic Segmentation	Aug 27, 2021	Image SegmentationSemantic Segmentation	CodeCode Available	1
Single-Image Specular Highlight Removal via Real-World Dataset Construction	Aug 27, 2021	Generative Adversarial NetworkHighlight Detection	CodeCode Available	1
Mining Contextual Information Beyond Image for Semantic Segmentation	Aug 26, 2021	Image SegmentationSegmentation	CodeCode Available	1
Stop Throwing Away Discriminators! Re-using Adversaries for Test-Time Training	Aug 26, 2021	Image SegmentationMedical Image Segmentation	CodeCode Available	1
Re-using Adversarial Mask Discriminators for Test-time Training under Distribution Shifts	Aug 26, 2021	Continual LearningImage Reconstruction	CodeCode Available	1
Duo-SegNet: Adversarial Dual-Views for Semi-Supervised Medical Image Segmentation	Aug 25, 2021	Image SegmentationMedical Image Segmentation	CodeCode Available	1
Efficient Medical Image Segmentation Based on Knowledge Distillation	Aug 23, 2021	Image SegmentationKnowledge Distillation	CodeCode Available	1
Cross-Image Region Mining with Region Prototypical Network for Weakly Supervised Segmentation	Aug 17, 2021	DiversityImage Segmentation	CodeCode Available	1
spectrai: A deep learning framework for spectral data	Aug 17, 2021	Deep LearningDenoising	CodeCode Available	1
Towards to Robust and Generalized Medical Image Segmentation Framework	Aug 9, 2021	Image ReconstructionImage Segmentation	CodeCode Available	1
Enhancing MR Image Segmentation with Realistic Adversarial Data Augmentation	Aug 7, 2021	Cardiac SegmentationData Augmentation	CodeCode Available	1
Source-Free Domain Adaptation for Image Segmentation	Aug 6, 2021	Cardiac SegmentationDomain Adaptation	CodeCode Available	1
Improving Aleatoric Uncertainty Quantification in Multi-Annotated Medical Image Segmentation with Normalizing Flows	Aug 4, 2021	Decision MakingImage Segmentation	CodeCode Available	1
Region-wise Loss for Biomedical Image Segmentation	Aug 3, 2021	Image SegmentationSemantic Segmentation	CodeCode Available	1
Recurrent Mask Refinement for Few-Shot Medical Image Segmentation	Aug 2, 2021	Few-Shot LearningImage Segmentation	CodeCode Available	1
Self-Paced Contrastive Learning for Semi-supervised Medical Image Segmentation with Meta-labels	Jul 29, 2021	Contrastive Learningimage-classification	CodeCode Available	1
Sharp U-Net: Depthwise Convolutional Network for Biomedical Image Segmentation	Jul 26, 2021	DecoderImage Segmentation	CodeCode Available	1
Segmentation in Style: Unsupervised Semantic Image Segmentation with Stylegan and CLIP	Jul 26, 2021	Image SegmentationSegmentation	CodeCode Available	1
Personalized Image Semantic Segmentation	Jul 24, 2021	Image SegmentationSegmentation	CodeCode Available	1
Modality-aware Mutual Learning for Multi-modal Medical Image Segmentation	Jul 21, 2021	Computed Tomography (CT)Image Segmentation	CodeCode Available	1
Superpixel-guided Iterative Learning from Noisy Labels for Medical Image Segmentation	Jul 21, 2021	Image SegmentationMedical Image Analysis	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