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 901–925 of 5035 papers

Title	Date	Tasks	Status	Hype
Joint-Embedding Predictive Architecture for Self-Supervised Learning of Mask Classification Architecture	Jul 15, 2024	DecoderImage Segmentation	—Unverified	0
Enhancing Weakly-Supervised Histopathology Image Segmentation with Knowledge Distillation on MIL-Based Pseudo-Labels	Jul 14, 2024	Image SegmentationKnowledge Distillation	CodeCode Available	0
Visual Prompt Selection for In-Context Learning Segmentation	Jul 14, 2024	DiversityImage Segmentation	CodeCode Available	1
DiffRect: Latent Diffusion Label Rectification for Semi-supervised Medical Image Segmentation	Jul 13, 2024	DenoisingImage Segmentation	CodeCode Available	2
Enhancing Semantic Segmentation with Adaptive Focal Loss: A Novel Approach	Jul 13, 2024	DiagnosticImage Segmentation	—Unverified	0
Introducing VaDA: Novel Image Segmentation Model for Maritime Object Segmentation Using New Dataset	Jul 12, 2024	Autonomous NavigationImage Segmentation	—Unverified	0
Open Vocabulary Multi-Label Video Classification	Jul 12, 2024	Action ClassificationClassification	—Unverified	0
Advanced Graph Clustering Methods: A Comprehensive and In-Depth Analysis	Jul 12, 2024	ClusteringDeep Learning	CodeCode Available	0
Segmenting Medical Images with Limited Data	Jul 12, 2024	DecoderDiversity	CodeCode Available	0
FairDomain: Achieving Fairness in Cross-Domain Medical Image Segmentation and Classification	Jul 11, 2024	Domain AdaptationFairness	CodeCode Available	1
SliceMamba with Neural Architecture Search for Medical Image Segmentation	Jul 11, 2024	Image SegmentationMamba	—Unverified	0
Weakly-supervised Medical Image Segmentation with Gaze Annotations	Jul 10, 2024	Image SegmentationMedical Image Segmentation	CodeCode Available	1
Pseudo-RIS: Distinctive Pseudo-supervision Generation for Referring Image Segmentation	Jul 10, 2024	Image CaptioningImage Segmentation	CodeCode Available	1
IRSAM: Advancing Segment Anything Model for Infrared Small Target Detection	Jul 10, 2024	DecoderImage Segmentation	CodeCode Available	2
Swin SMT: Global Sequential Modeling in 3D Medical Image Segmentation	Jul 10, 2024	Image SegmentationMedical Image Segmentation	CodeCode Available	1
Deformation-Recovery Diffusion Model (DRDM): Instance Deformation for Image Manipulation and Synthesis	Jul 10, 2024	Data AugmentationFew-Shot Learning	CodeCode Available	1
S&D Messenger: Exchanging Semantic and Domain Knowledge for Generic Semi-Supervised Medical Image Segmentation	Jul 10, 2024	Domain AdaptationDomain Generalization	—Unverified	0
Early Explorations of Lightweight Models for Wound Segmentation on Mobile Devices	Jul 10, 2024	Image SegmentationSegmentation	—Unverified	0
AnatoMask: Enhancing Medical Image Segmentation with Reconstruction-guided Self-masking	Jul 9, 2024	Image SegmentationMedical Image Segmentation	CodeCode Available	1
AI-based Automatic Segmentation of Prostate on Multi-modality Images: A Review	Jul 9, 2024	Image SegmentationSegmentation	—Unverified	0
ProtoSAM: One-Shot Medical Image Segmentation With Foundational Models	Jul 9, 2024	Image SegmentationMedical Image Segmentation	CodeCode Available	1
Unsupervised Fault Detection using SAM with a Moving Window Approach	Jul 8, 2024	Fault DetectionImage Segmentation	—Unverified	0
Swin UNETR segmentation with automated geometry filtering for biomechanical modeling of knee joint cartilage	Jul 8, 2024	Image SegmentationSegmentation	—Unverified	0
High-Throughput Phenotyping using Computer Vision and Machine Learning	Jul 8, 2024	Image SegmentationOptical Character Recognition	CodeCode Available	0
Interpretability of Uncertainty: Exploring Cortical Lesion Segmentation in Multiple Sclerosis	Jul 8, 2024	Image SegmentationLesion Segmentation	CodeCode Available	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