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Segmentation

Papers

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Showing 1301–1350 of 13072 papers

TitleStatusHype
Comparative Analysis of Deep Learning Architectures for Breast Region Segmentation with a Novel Breast Boundary Proposal—0
MedVisionLlama: Leveraging Pre-Trained Large Language Model Layers to Enhance Medical Image Segmentation—0
Adapting Segment Anything Model to Melanoma Segmentation in Microscopy Slide Images—0
Med-TTT: Vision Test-Time Training model for Medical Image SegmentationCode1
Unleashing the Potential of the Diffusion Model in Few-shot Semantic SegmentationCode1
HiFiSeg: High-Frequency Information Enhanced Polyp Segmentation with Global-Local Vision Transformer—0
CTARR: A fast and robust method for identifying anatomical regions on CT images via atlas registrationCode0
Segment as You Wish -- Free-Form Language-Based Segmentation for Medical ImagesCode0
Frequency-Based Federated Domain Generalization for Polyp SegmentationCode0
Deep learning assisted high resolution microscopy image processing for phase segmentation in functional composite materials—0
Analyzing Byte-Pair Encoding on Monophonic and Polyphonic Symbolic Music: A Focus on Musical Phrase SegmentationCode0
SegHeD: Segmentation of Heterogeneous Data for Multiple Sclerosis Lesions with Anatomical Constraints—0
Formula-Driven Data Augmentation and Partial Retinal Layer Copying for Retinal Layer Segmentation—0
SinkSAM: A Monocular Depth-Guided SAM Framework for Automatic Sinkhole SegmentationCode0
SurgPointTransformer: Vertebrae Shape Completion with RGB-D Data—0
Polyp-SES: Automatic Polyp Segmentation with Self-Enriched Semantic ModelCode0
TransResNet: Integrating the Strengths of ViTs and CNNs for High Resolution Medical Image Segmentation via Feature GraftingCode1
Semantic Segmentation of Unmanned Aerial Vehicle Remote Sensing Images using SegFormer—0
Deep Multimodal Fusion for Semantic Segmentation of Remote Sensing Earth Observation Data—0
Y-CA-Net: A Convolutional Attention Based Network for Volumetric Medical Image Segmentation—0
ASQuery: A Query-based Model for Action SegmentationCode1
Class-Agnostic Visio-Temporal Scene Sketch Semantic Segmentation—0
Leveraging CAM Algorithms for Explaining Medical Semantic SegmentationCode0
Open-Source Periorbital Segmentation Dataset for Ophthalmic ApplicationsCode0
KANDU-Net:A Dual-Channel U-Net with KAN for Medical Image Segmentation—0
IRFusionFormer: Enhancing Pavement Crack Segmentation with RGB-T Fusion and Topological-Based LossCode1
Black-Box Segmentation of Electronic Medical Records—0
One Token to Seg Them All: Language Instructed Reasoning Segmentation in VideosCode2
Dual-Attention Frequency Fusion at Multi-Scale for Joint Segmentation and Deformable Medical Image Registration—0
Efficient Semantic Diffusion Architectures for Model Training on Synthetic EchocardiogramsCode0
MedCLIP-SAMv2: Towards Universal Text-Driven Medical Image SegmentationCode2
Semi-Supervised Bone Marrow Lesion Detection from Knee MRI Segmentation Using Mask Inpainting Models—0
Search3D: Hierarchical Open-Vocabulary 3D Segmentation—0
How Effective is Pre-training of Large Masked Autoencoders for Downstream Earth Observation Tasks?—0
State-of-the-Art Periorbital Distance Prediction and Disease Classification Using Periorbital FeaturesCode0
A Surprisingly Simple Approach to Generalized Few-Shot Semantic SegmentationCode0
Efficient Microscopic Image Instance Segmentation for Food Crystal Quality Control—0
Amodal Instance Segmentation with Diffusion Shape Prior Estimation—0
DRL-STNet: Unsupervised Domain Adaptation for Cross-modality Medical Image Segmentation via Disentangled Representation Learning—0
Self-supervised Pretraining for Cardiovascular Magnetic Resonance Cine SegmentationCode0
Global-Local Medical SAM Adaptor Based on Full Adaption—0
Shape-intensity knowledge distillation for robust medical image segmentationCode0
EM-Net: Efficient Channel and Frequency Learning with Mamba for 3D Medical Image SegmentationCode2
MorphoSeg: An Uncertainty-Aware Deep Learning Method for Biomedical Segmentation of Complex Cellular MorphologiesCode0
Going Beyond U-Net: Assessing Vision Transformers for Semantic Segmentation in Microscopy Image Analysis—0
SDCL: Students Discrepancy-Informed Correction Learning for Semi-supervised Medical Image SegmentationCode1
Multi-Model Ensemble Approach for Accurate Bi-Atrial Segmentation in LGE-MRI of Atrial Fibrillation Patients—0
Investigating Gender Bias in Lymph-node Segmentation with Anatomical Priors—0
VascX Models: Model Ensembles for Retinal Vascular Analysis from Color Fundus ImagesCode1
A novel open-source ultrasound dataset with deep learning benchmarks for spinal cord injury localization and anatomical segmentationCode0
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All datasetsSA-1B.MFSDMMFloodSimGas

Benchmark Results

#ModelMetricClaimedVerifiedStatus
1unSAM+ (Semi-supervised)Average Precision42.8—Unverified
2SAMAverage Precision38.9—Unverified
#ModelMetricClaimedVerifiedStatus
1HNN10%20—Unverified
#ModelMetricClaimedVerifiedStatus
1ABANetF1 Score96.82—Unverified
#ModelMetricClaimedVerifiedStatus
1ResNet50 + DeepLabV3+F1 score0.77—Unverified
#ModelMetricClaimedVerifiedStatus
1LangGasIoU0.69—Unverified