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 3276–3300 of 5035 papers

Title	Date	Tasks	Status
Segmenting Dead Sea Scroll Fragments for a Scientific Image Set	Jun 21, 2024	Image SegmentationSegmentation	—Unverified
Segmenting Fetal Head with Efficient Fine-tuning Strategies in Low-resource Settings: an empirical study with U-Net	Jul 29, 2024	DecoderFew-Shot Learning	—Unverified
Segment Together: A Versatile Paradigm for Semi-Supervised Medical Image Segmentation	Nov 20, 2023	BenchmarkingImage Segmentation	—Unverified
SegNAS3D: Network Architecture Search with Derivative-Free Global Optimization for 3D Image Segmentation	Sep 12, 2019	feature selectionglobal-optimization	—Unverified
SegNetr: Rethinking the local-global interactions and skip connections in U-shaped networks	Jul 6, 2023	DecoderImage Segmentation	—Unverified
SegSALSA-STR: A convex formulation to supervised hyperspectral image segmentation using hidden fields and structure tensor regularization	Apr 27, 2015	Hyperspectral Image SegmentationImage Segmentation	—Unverified
SEG-SAM: Semantic-Guided SAM for Unified Medical Image Segmentation	Dec 17, 2024	DecoderImage Segmentation	—Unverified
SegTHOR: Segmentation of Thoracic Organs at Risk in CT images	Dec 12, 2019	Image SegmentationSegmentation	—Unverified
SegViz: A federated-learning based framework for multi-organ segmentation on heterogeneous data sets with partial annotations	Jan 17, 2023	Federated LearningImage Segmentation	—Unverified
Attention-Based 3D Seismic Fault Segmentation Training by a Few 2D Slice Labels	May 9, 2021	Fault DetectionImage Segmentation	—Unverified
Selecting the Best Optimizers for Deep Learning based Medical Image Segmentation	Feb 5, 2023	Image SegmentationMedical Image Segmentation	—Unverified
Self-Adaptive 2D-3D Ensemble of Fully Convolutional Networks for Medical Image Segmentation	Jul 26, 2019	Image SegmentationMedical Image Analysis	—Unverified
Self and Mixed Supervision to Improve Training Labels for Multi-Class Medical Image Segmentation	Mar 6, 2024	Image SegmentationMedical Image Segmentation	—Unverified
Self-Attention Diffusion Models for Zero-Shot Biomedical Image Segmentation: Unlocking New Frontiers in Medical Imaging	Mar 23, 2025	Cell SegmentationDiagnostic	—Unverified
Self-Configuring and Evolving Fuzzy Image Thresholding	Sep 15, 2015	feature selectionImage Segmentation	—Unverified
Self-Ensembling Contrastive Learning for Semi-Supervised Medical Image Segmentation	May 27, 2021	Contrastive LearningDecoder	—Unverified
Self-Learning AI Framework for Skin Lesion Image Segmentation and Classification	Jan 4, 2020	ClassificationClustering	—Unverified
Self-Learning to Detect and Segment Cysts in Lung CT Images without Manual Annotation	Jan 25, 2018	Image SegmentationLesion Detection	—Unverified
Self-Loop Uncertainty: A Novel Pseudo-Label for Semi-Supervised Medical Image Segmentation	Jul 20, 2020	Image SegmentationMedical Image Segmentation	—Unverified
SelfMedHPM: Self Pre-training With Hard Patches Mining Masked Autoencoders For Medical Image Segmentation	Apr 3, 2025	Image SegmentationMedical Image Segmentation	—Unverified
Self Pre-training with Topology- and Spatiality-aware Masked Autoencoders for 3D Medical Image Segmentation	Jun 15, 2024	Image SegmentationMedical Image Analysis	—Unverified
Self-Prompt SAM: Medical Image Segmentation via Automatic Prompt SAM Adaptation	Feb 2, 2025	Image SegmentationMedical Image Segmentation	—Unverified
Self-similarity Student for Partial Label Histopathology Image Segmentation	Jul 19, 2020	DiagnosticImage Segmentation	—Unverified
Self-Supervised Alignment Learning for Medical Image Segmentation	Jun 22, 2024	Contrastive LearningImage Segmentation	—Unverified
Self-Supervised Audio-Visual Co-Segmentation	Apr 18, 2019	Image SegmentationSegmentation	—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