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 1676–1700 of 5035 papers

Title	Date	Tasks	Status	Hype
SA2-Net: Scale-aware Attention Network for Microscopic Image Segmentation	Sep 28, 2023	Image SegmentationSemantic Segmentation	CodeCode Available	1
Uncertainty Quantification for Eosinophil Segmentation	Sep 28, 2023	Deep LearningImage Segmentation	—Unverified	0
Voting Network for Contour Levee Farmland Segmentation and Classification	Sep 28, 2023	ClassificationImage Segmentation	—Unverified	0
Factorized Diffusion Architectures for Unsupervised Image Generation and Segmentation	Sep 27, 2023	DenoisingImage Generation	—Unverified	0
Free Discontinuity Regression: With an Application to the Economic Effects of Internet Shutdowns	Sep 26, 2023	Image Segmentationregression	CodeCode Available	0
Discrepancy Matters: Learning from Inconsistent Decoder Features for Consistent Semi-supervised Medical Image Segmentation	Sep 26, 2023	DecoderImage Segmentation	CodeCode Available	1
CLIP-DIY: CLIP Dense Inference Yields Open-Vocabulary Semantic Segmentation For-Free	Sep 25, 2023	Image SegmentationObject Localization	CodeCode Available	1
MediViSTA: Medical Video Segmentation via Temporal Fusion SAM Adaptation for Echocardiography	Sep 24, 2023	Image SegmentationMedical Image Segmentation	CodeCode Available	1
OneSeg: Self-learning and One-shot Learning based Single-slice Annotation for 3D Medical Image Segmentation	Sep 24, 2023	Image SegmentationMedical Image Segmentation	—Unverified	0
ClusterFormer: Clustering As A Universal Visual Learner	Sep 22, 2023	Clusteringimage-classification	CodeCode Available	1
Performance Analysis of UNet and Variants for Medical Image Segmentation	Sep 22, 2023	Image SegmentationMedical Image Segmentation	—Unverified	0
FP-PET: Large Model, Multiple Loss And Focused Practice	Sep 22, 2023	Image SegmentationMedical Image Segmentation	—Unverified	0
Scalable Semantic 3D Mapping of Coral Reefs with Deep Learning	Sep 22, 2023	Deep LearningImage Segmentation	—Unverified	0
SAM-OCTA: A Fine-Tuning Strategy for Applying Foundation Model to OCTA Image Segmentation Tasks	Sep 21, 2023	Image SegmentationSegmentation	CodeCode Available	1
Deshadow-Anything: When Segment Anything Model Meets Zero-shot shadow removal	Sep 21, 2023	Image RestorationImage Segmentation	—Unverified	0
Multi-level Asymmetric Contrastive Learning for Volumetric Medical Image Segmentation Pre-training	Sep 21, 2023	Contrastive LearningDecoder	CodeCode Available	0
MoDA: Leveraging Motion Priors from Videos for Advancing Unsupervised Domain Adaptation in Semantic Segmentation	Sep 21, 2023	Domain AdaptationImage Segmentation	CodeCode Available	0
FourierLoss: Shape-Aware Loss Function with Fourier Descriptors	Sep 21, 2023	Image SegmentationLiver Segmentation	—Unverified	0
A Vision-Based Navigation System for Arable Fields	Sep 21, 2023	Image SegmentationNavigate	—Unverified	0
H²O: Heatmap by Hierarchical Occlusion	Sep 20, 2023	image-classificationImage Classification	CodeCode Available	0
More complex encoder is not all you need	Sep 20, 2023	AllDecoder	CodeCode Available	0
Partition-A-Medical-Image: Extracting Multiple Representative Sub-regions for Few-shot Medical Image Segmentation	Sep 20, 2023	Image SegmentationMedical Image Segmentation	CodeCode Available	1
Multi-grained Temporal Prototype Learning for Few-shot Video Object Segmentation	Sep 20, 2023	Image SegmentationSegmentation	CodeCode Available	0
3D-U-SAM Network For Few-shot Tooth Segmentation in CBCT Images	Sep 20, 2023	Image SegmentationPosition	—Unverified	0
A Geometric Flow Approach for Segmentation of Images with Inhomongeneous Intensity and Missing Boundaries	Sep 19, 2023	Image SegmentationSegmentation	—Unverified	0

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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