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 176–200 of 5035 papers

Title	Date	Tasks	Status	Hype
PathSeqSAM: Sequential Modeling for Pathology Image Segmentation with SAM2	Apr 12, 2025	Domain AdaptationImage Segmentation	CodeCode Available	0
Multi-Modal Brain Tumor Segmentation via 3D Multi-Scale Self-attention and Cross-attention	Apr 12, 2025	Brain Tumor SegmentationDecoder	—Unverified	0
A Unified Loss for Handling Inter-Class and Intra-Class Imbalance in Medical Image Segmentation	Apr 11, 2025	Image SegmentationMedical Image Analysis	CodeCode Available	0
Do Segmentation Models Understand Vascular Structure? A Blob-Based XAI Framework	Apr 11, 2025	Image SegmentationMedical Image Segmentation	—Unverified	0
SynthFM: Training Modality-agnostic Foundation Models for Medical Image Segmentation without Real Medical Data	Apr 11, 2025	DecoderImage Segmentation	—Unverified	0
SydneyScapes: Image Segmentation for Australian Environments	Apr 10, 2025	Autonomous VehiclesBenchmarking	—Unverified	0
Nonlocal Retinex-Based Variational Model and its Deep Unfolding Twin for Low-Light Image Enhancement	Apr 10, 2025	Image EnhancementImage Segmentation	—Unverified	0
Conditional Conformal Risk Adaptation	Apr 10, 2025	Conformal PredictionImage Segmentation	—Unverified	0
PRAD: Periapical Radiograph Analysis Dataset and Benchmark Model Development	Apr 10, 2025	Image SegmentationMedical Image Segmentation	—Unverified	0
Zeus: Zero-shot LLM Instruction for Union Segmentation in Multimodal Medical Imaging	Apr 9, 2025	DiagnosticImage Segmentation	—Unverified	0
CTI-Unet: Cascaded Threshold Integration for Improved U-Net Segmentation of Pathology Images	Apr 8, 2025	Image SegmentationSegmentation	—Unverified	0
Rethinking the Nested U-Net Approach: Enhancing Biomarker Segmentation with Attention Mechanisms and Multiscale Feature Fusion	Apr 8, 2025	2D Semantic SegmentationImage Segmentation	CodeCode Available	0
HRMedSeg: Unlocking High-resolution Medical Image segmentation via Memory-efficient Attention Modeling	Apr 8, 2025	DecoderGPU	CodeCode Available	1
MSA-UNet3+: Multi-Scale Attention UNet3+ with New Supervised Prototypical Contrastive Loss for Coronary DSA Image Segmentation	Apr 7, 2025	Contrastive LearningDiagnostic	CodeCode Available	0
SlicerNNInteractive: A 3D Slicer extension for nnInteractive	Apr 7, 2025	Image SegmentationSemantic Segmentation	CodeCode Available	2
Explaining Uncertainty in Multiple Sclerosis Lesion Segmentation Beyond Prediction Errors	Apr 7, 2025	Image SegmentationInformativeness	—Unverified	0
Here Comes the Explanation: A Shapley Perspective on Multi-contrast Medical Image Segmentation	Apr 6, 2025	Brain Tumor SegmentationImage Segmentation	—Unverified	0
View2CAD: Reconstructing View-Centric CAD Models from Single RGB-D Scans	Apr 5, 2025	Image SegmentationSemantic Segmentation	—Unverified	0
Performance Analysis of Deep Learning Models for Femur Segmentation in MRI Scan	Apr 5, 2025	Image SegmentationMedical Image Segmentation	—Unverified	0
Multi-Granularity Vision Fastformer with Fusion Mechanism for Skin Lesion Segmentation	Apr 4, 2025	Image SegmentationLesion Segmentation	—Unverified	0
Multi-encoder nnU-Net outperforms Transformer models with self-supervised pretraining	Apr 4, 2025	Image SegmentationMedical Image Segmentation	—Unverified	0
GraphSeg: Segmented 3D Representations via Graph Edge Addition and Contraction	Apr 4, 2025	Image SegmentationSegmentation	CodeCode Available	0
Evaluating and Enhancing Segmentation Model Robustness with Metamorphic Testing	Apr 3, 2025	Image SegmentationSegmentation	—Unverified	0
Agglomerating Large Vision Encoders via Distillation for VFSS Segmentation	Apr 3, 2025	Image SegmentationKnowledge Distillation	—Unverified	0
SelfMedHPM: Self Pre-training With Hard Patches Mining Masked Autoencoders For Medical Image Segmentation	Apr 3, 2025	Image SegmentationMedical Image Segmentation	—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