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 426–450 of 5035 papers

Title	Date	Tasks	Status	Hype
Semi-supervised Medical Image Segmentation Method Based on Cross-pseudo Labeling Leveraging Strong and Weak Data Augmentation Strategies	Feb 17, 2024	Data AugmentationDiversity	CodeCode Available	1
LSRFormer: Efficient Transformer Supply Convolutional Neural Networks with Global Information for Aerial Image Segmentation	Feb 16, 2024	Image SegmentationSemantic Segmentation	CodeCode Available	1
Medical Image Segmentation with InTEnt: Integrated Entropy Weighting for Single Image Test-Time Adaptation	Feb 14, 2024	Image SegmentationMedical Image Segmentation	CodeCode Available	1
SU-SAM: A Simple Unified Framework for Adapting Segment Anything Model in Underperformed Scenes	Jan 31, 2024	Image SegmentationMedical Image Segmentation	CodeCode Available	1
ParaTransCNN: Parallelized TransCNN Encoder for Medical Image Segmentation	Jan 27, 2024	DecoderImage Segmentation	CodeCode Available	1
BootPIG: Bootstrapping Zero-shot Personalized Image Generation Capabilities in Pretrained Diffusion Models	Jan 25, 2024	Image GenerationImage Segmentation	CodeCode Available	1
Inconsistency Masks: Removing the Uncertainty from Input-Pseudo-Label Pairs	Jan 25, 2024	Image SegmentationLesion Segmentation	CodeCode Available	1
ProCNS: Progressive Prototype Calibration and Noise Suppression for Weakly-Supervised Medical Image Segmentation	Jan 25, 2024	AnatomyImage Segmentation	CodeCode Available	1
CIS-UNet: Multi-Class Segmentation of the Aorta in Computed Tomography Angiography via Context-Aware Shifted Window Self-Attention	Jan 23, 2024	Computational EfficiencyComputed Tomography (CT)	CodeCode Available	1
SymTC: A Symbiotic Transformer-CNN Net for Instance Segmentation of Lumbar Spine MRI	Jan 17, 2024	Data AugmentationImage Segmentation	CodeCode Available	1
MatSAM: Efficient Extraction of Microstructures of Materials via Visual Large Model	Jan 11, 2024	Image SegmentationPrompt Engineering	CodeCode Available	1
Primitive Geometry Segment Pre-training for 3D Medical Image Segmentation	Jan 8, 2024	Image SegmentationMedical Image Segmentation	CodeCode Available	1
Leveraging SAM for Single-Source Domain Generalization in Medical Image Segmentation	Jan 4, 2024	Domain GeneralizationImage Segmentation	CodeCode Available	1
Flattening the Parent Bias: Hierarchical Semantic Segmentation in the Poincare Ball	Jan 1, 2024	Image SegmentationSegmentation	CodeCode Available	1
Bi-level Learning of Task-Specific Decoders for Joint Registration and One-Shot Medical Image Segmentation	Jan 1, 2024	Data AugmentationImage Segmentation	CodeCode Available	1
PH-Net: Semi-Supervised Breast Lesion Segmentation via Patch-wise Hardness	Jan 1, 2024	Contrastive LearningImage Segmentation	CodeCode Available	1
Learning Multi-axis Representation in Frequency Domain for Medical Image Segmentation	Dec 28, 2023	Image SegmentationMedical Image Segmentation	CodeCode Available	1
Amodal Ground Truth and Completion in the Wild	Dec 28, 2023	Image SegmentationSegmentation	CodeCode Available	1
SCUNet++: Swin-UNet and CNN Bottleneck Hybrid Architecture with Multi-Fusion Dense Skip Connection for Pulmonary Embolism CT Image Segmentation	Dec 22, 2023	DecoderDiagnostic	CodeCode Available	1
FedA3I: Annotation Quality-Aware Aggregation for Federated Medical Image Segmentation against Heterogeneous Annotation Noise	Dec 20, 2023	Federated LearningImage Segmentation	CodeCode Available	1
Rotated Multi-Scale Interaction Network for Referring Remote Sensing Image Segmentation	Dec 19, 2023	ARCImage Segmentation	CodeCode Available	1
MDD-UNet: Domain Adaptation for Medical Image Segmentation with Theoretical Guarantees, a Proof of Concept	Dec 19, 2023	DecoderDomain Adaptation	CodeCode Available	1
Mask Grounding for Referring Image Segmentation	Dec 19, 2023	cross-modal alignmentImage Segmentation	CodeCode Available	1
AutoVisual Fusion Suite: A Comprehensive Evaluation of Image Segmentation and Voice Conversion Tools on HuggingFace Platform	Dec 17, 2023	Image SegmentationSegmentation	CodeCode Available	1
SegRap2023: A Benchmark of Organs-at-Risk and Gross Tumor Volume Segmentation for Radiotherapy Planning of Nasopharyngeal Carcinoma	Dec 15, 2023	Computed Tomography (CT)Image Segmentation	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