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

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Showing 3501–3525 of 5035 papers

Title	Date	Tasks	Status
Tangles and Hierarchical Clustering	Mar 16, 2022	ClusteringImage Segmentation	—Unverified
Task-Aware Low-Rank Adaptation of Segment Anything Model	Mar 16, 2024	DecoderImage Segmentation	—Unverified
Task Decomposition and Synchronization for Semantic Biomedical Image Segmentation	May 21, 2019	Brain Tumor SegmentationImage Segmentation	—Unverified
Task Driven Generative Modeling for Unsupervised Domain Adaptation: Application to X-ray Image Segmentation	Jun 11, 2018	AnatomyDomain Adaptation	—Unverified
Task-driven Prompt Evolution for Foundation Models	Oct 26, 2023	Image SegmentationSegmentation	—Unverified
Task-Specific Knowledge Distillation from the Vision Foundation Model for Enhanced Medical Image Segmentation	Mar 10, 2025	Image SegmentationKnowledge Distillation	—Unverified
Task Specific Pretraining with Noisy Labels for Remote Sensing Image Segmentation	Feb 25, 2024	Image SegmentationSegmentation	—Unverified
TAVP: Task-Adaptive Visual Prompt for Cross-domain Few-shot Segmentation	Sep 9, 2024	Cross-Domain Few-ShotImage Segmentation	—Unverified
TBConvL-Net: A Hybrid Deep Learning Architecture for Robust Medical Image Segmentation	Sep 5, 2024	DecoderImage Segmentation	—Unverified
TBI Image/Text (TBI-IT): Comprehensive Text and Image Datasets for Traumatic Brain Injury Research	Mar 14, 2024	Image Segmentationnamed-entity-recognition	—Unverified
tCURLoRA: Tensor CUR Decomposition Based Low-Rank Parameter Adaptation and Its Application in Medical Image Segmentation	Jan 4, 2025	Image SegmentationMedical Image Segmentation	—Unverified
Technical Note: Feasibility of translating 3.0T-trained Deep-Learning Segmentation Models Out-of-the-Box on Low-Field MRI 0.55T Knee-MRI of Healthy Controls	Oct 26, 2023	Image SegmentationSegmentation	—Unverified
TECM: Transfer Learning-based Evidential C-Means Clustering	Dec 19, 2021	ClusteringImage Segmentation	—Unverified
Teeth-SEG: An Efficient Instance Segmentation Framework for Orthodontic Treatment based on Anthropic Prior Knowledge	Apr 1, 2024	Image SegmentationInstance Segmentation	—Unverified
Teeth-SEG: An Efficient Instance Segmentation Framework for Orthodontic Treatment based on Multi-Scale Aggregation and Anthropic Prior Knowledge	Jan 1, 2024	Image SegmentationInstance Segmentation	—Unverified
Template-Based Active Contours	Dec 3, 2013	Image SegmentationSemantic Segmentation	—Unverified
Temporally Coherent Person Matting Trained on Fake-Motion Dataset	Sep 10, 2021	Image MattingImage Segmentation	—Unverified
Temporally-Extended Prompts Optimization for SAM in Interactive Medical Image Segmentation	Jun 15, 2023	Image SegmentationMedical Image Segmentation	—Unverified
Temporally stable video segmentation without video annotations	Oct 17, 2021	DecoderImage Segmentation	—Unverified
TESA: Tensor Element Self-Attention via Matricization	Jun 1, 2020	Image InpaintingImage Segmentation	—Unverified
Testing the Segment Anything Model on radiology data	Dec 20, 2023	image-classificationImage Classification	—Unverified
TeST: Test-time Self-Training under Distribution Shift	Sep 23, 2022	Domain AdaptationImage Segmentation	—Unverified
Test-time Adaptation for Foundation Medical Segmentation Model without Parametric Updates	Apr 2, 2025	Computational EfficiencyImage Segmentation	—Unverified
Test-Time Modality Generalization for Medical Image Segmentation	Feb 27, 2025	Domain GeneralizationImage Segmentation	—Unverified
Test-Time Training for Deformable Multi-Scale Image Registration	Mar 25, 2021	Image RegistrationImage Segmentation	—Unverified

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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