yusuke1997/dblp-id-title huggingface dataset:
Dynamic Allocation Hypernetwork with Adaptive Model Recalibration for Federated Continual Learning
Multiple-Shooting Adjoint Method for Whole-Brain Dynamic Causal Modeling
Diffusion Propagator Imaging: Using Laplace's Equation and Multiple Shell Acquisitions to Reconstruct the Diffusion Propagator
From Label Maps to Generative Shape Models: A Variational Bayesian Learning Approach
Using Local Geometry to Build 3D Sulcal Models
Information Processing in Medical Imaging - 29th International Conference, IPMI 2025, Kos, Greece, May 25-30, 2025, Proceedings, Part II
Object-Based Strategy for Morphometry of the Cerebral Cortex
Smooth 3-D Reconstruction for 2-D Histological Images
Automatic Cortical Sulcal Parcellation Based on Surface Principal Direction Flow Field Tracking
Unsupervised Adaptation of Polyp Segmentation Models via Coarse-to-Fine Self-Supervision
Joint Clustering and Component Analysis of Correspondenceless Point Sets: Application to Cardiac Statistical Modeling
Frequency Diffeomorphisms for Efficient Image Registration
Tree-Encoded Conditional Random Fields for Image Synthesis
Unsupervised Accelerated MRI Reconstruction via Ground-Truth-Free Flow Matching
Measurement of Global and Regional Cerebral Volume Changes by Integrating Boundary Shifts Between Registered Serial 3D MR Scans
blob loss: Instance Imbalance Aware Loss Functions for Semantic Segmentation
Boundary Estimation in Ultrasound Images
Joint Modeling of Imaging and Genetics
Model Selection and Estimation of Multi-compartment Models in Diffusion MRI with a Rician Noise Model
Persistent Angular Structure: New Insights from Diffusion MRI Data. Dummy Version
A Multiple Hypothesis Based Method for Particle Tracking and Its Extension for Cell Segmentation
Cortical Surface Alignment Using Geometry Driven Multispectral Optical Flow
A Compressed Sensing Approach for MR Tissue Contrast Synthesis
Regression Models of Atlas Appearance
Robust Joint Entropy Regularization of Limited View Transmission Tomography Using Gaussian Approximations to the Joint Histogram
Registration-Derived Estimates of Local Lung Expansion as Surrogates for Regional Ventilation
Automatic Prostate MR Image Segmentation with Sparse Label Propagation and Domain-Specific Manifold Regularization
The Assessment of Chronic Liver Diseases by Sonography
Melanoma Recognition via Visual Attention
Multi-object Segmentation Using Shape Particles
Diffeomorphic Registration with Density Changes for the Analysis of Imbalanced Shapes
Deep Physics-Informed Super-Resolution of Cardiac 4D-Flow MRI
Modeling and Inference of Spatio-Temporal Protein Dynamics Across Brain Networks
Globally Optimal Tumor Segmentation in PET-CT Images: A Graph-Based Co-segmentation Method
Multinomial Probabilistic Fiber Representation for Connectivity Driven Clustering
Differentiable Gamma Index-Based Loss Functions: Accelerating Monte-Carlo Radiotherapy Dose Simulation
Bayesian Tracking of Elongated Structures in 3D Images
Live Image-Based Neurosurgical Guidance and Roadmap Generation Using Unsupervised Embedding
Marginal Space Learning for Efficient Detection of 2D/3D Anatomical Structures in Medical Images
Joint Bayesian Cortical Sulci Recognition and Spatial Normalization
Information Theoretic Similarity Measures in Non-rigid Registration
Improved Disease Classification in Chest X-Rays with Transferred Features from Report Generation
Collaborative Multi-agent Reinforcement Learning for Landmark Localization Using Continuous Action Space
Automatic Construction of Eigenshape Models by Genetic Algorithm
Ultrasound Image Representation Learning by Modeling Sonographer Visual Attention
A Linear Time Algorithm for Computing the Euclidean Distance Transform in Arbitrary Dimensions
A 3 DSegNet: Anatomy-Aware Artifact Disentanglement and Segmentation Network for Unpaired Segmentation, Artifact Reduction, and Modality Translation
Measuring Asymmetric Interactions in Resting State Brain Networks
Cohort-Level Brain Mapping: Learning Cognitive Atoms to Single Out Specialized Regions
Going Beyond Saliency Maps: Training Deep Models to Interpret Deep Models
A Hierarchical Feature Based Deformation Model Applied to 4D Cardiac SPECT Data
Multi-scale 3-D Deformable Model Segmentation Based on Medial Description
Spline-Based Regularization for Discrete FBP Reconstruction
The Ideal Observer Objective Assessment Metric for Magnetic Resonance Imaging - Application to Signal Detection Tasks
Risk Stratification of Lung Nodules Using 3D CNN-Based Multi-task Learning
Automatic Detection of the Uterus and Fallopian Tube Junctions in Laparoscopic Images
Bootstrapped Permutation Test for Multiresponse Inference on Brain Behavior Associations
Contextual Fibre Growth to Generate Realistic Axonal Packing for Diffusion MRI Simulation
CLASSIC: Consistent Longitudinal Alignment and Segmentation for Serial Image Computing
Large Deformation Diffeomorphic Metric Mapping of Orientation Distribution Functions
Vascular-Topology-Aware Deep Structure Matching for 2D DSA and 3D CTA Rigid Registration
Fiber Connectivity Integrated Brain Activation Detection
A Comprehensive Computer-Aided Polyp Detection System for Colonoscopy Videos
Joint 6D k-q Space Compressed Sensing for Accelerated High Angular Resolution Diffusion MRI
Q2ATransformer: Improving Medical VQA via an Answer Querying Decoder
Lighting Enhancement Aids Reconstruction of Colonoscopic Surfaces
Confirmatory Aspects in Factor Analysis of Image Sequences
Conformal Mapping via Metric Optimization with Application for Cortical Label Fusion
Neural Field Dynamics on the Folded Three-Dimensional Cortical Sheet and Its Forward EEG and MEG
A Coupled Manifold Optimization Framework to Jointly Model the Functional Connectomics and Behavioral Data Spaces
Projected Generalized Procrustes Alignment
Rotation Invariant Features for HARDI
Disentangle Disease-Relevant Patterns from Irrelevant Patterns in fMRI Analysis Using Equivariant and Contrastive Learning
Multimodal Surface Matching: Fast and Generalisable Cortical Registration Using Discrete Optimisation
VTrails: Inferring Vessels with Geodesic Connectivity Trees
Harmonizing Flows: Unsupervised MR Harmonization Based on Normalizing Flows
Definition of Volume Transformations for Volume Interaction
The Role of Non-Overlap in Image Registration
Multimodal Registration via Spatial-Context Mutual Information
Fast Tracking of Cardiac Motion Using 3D-HARP
Effective Statistical Edge Integration Using a Flux Maximizing Scheme for Volumetric Vascular Segmentation in MRA
A Multiscale Approach to Image Segmentation Using Kohonen Networks
Design of a Statistical Model of Brain Shape
Shape Modelling Using Markov Random Field Restoration of Point Correspondences
An Intelligent Interactive Segmentation Method for the Joint Space in Osteoarthritic Ankles
Hierarchical Variable Importance with Statistical Control for Medical Data-Based Prediction
Automatic Cortical Segmentation in the Developing Brain
Surface Matching via Currents
Knowledge Transfer for Few-Shot Segmentation of Novel White Matter Tracts
Multimodality Image Registration Using an Extensible Information Metric and High Dimensional Histogramming
Capturing Anatomical Shape Variability Using B-Spline Registration
Keypoint Transfer Segmentation
Nonlinear Edge Preserving Smoothing and Segmentation of 4-D Medical Images via Scale-Space Fingerprint Analysis
Arrangement: A Spatial Relation Comparing Part Embeddings and its Use in Medical Image Comparisons
Adversarial Regression Learning for Bone Age Estimation
Identification of Myocardial Tags in Tagged MR Images Without Prior Knowledge of Myocardial Contours
Diffeomorphic Spectral Matching of Cortical Surfaces
A Unified Framework for Joint Segmentation, Nonrigid Registration and Tumor Detection: Application to MR-Guided Radiotherapy
Estimating Uncertainty in Brain Region Delineations
Restoring DIC Microscopy Images from Multiple Shear Directions
4DRGS: 4D Radiative Gaussian Splatting for Efficient 3D Vessel Reconstruction from Sparse-View Dynamic DSA Images
GSSD: A Self-distillation Paradigm with Gradient Surgery for End-to-End Deformable Image Registration
Retrospective Estimation of the Susceptibility Driven Field Map for Distortion Correction in Echo Planar Imaging
Efficient 3D Multi-region Prostate MRI Segmentation Using Dual Optimization
Deep MCEM for Weakly-Supervised Learning to Jointly Segment and Recognize Objects Using Very Few Expert Segmentations
Geodesic Tubes for Uncertainty Quantification in Diffusion MRI
3D Organ Shape Reconstruction from Topogram Images
Landmark and Intensity-Based, Consistent Thin-Plate Spline Image Registration
Don't PANIC: Prototypical Additive Neural Network for Interpretable Classification of Alzheimer's Disease
Noise Estimation and Measures for Detection of Clustered Microcalcifications
Fast Optimal Transport Averaging of Neuroimaging Data
Modeling Task fMRI Data via Deep Convolutional Autoencoder
Liver Segmentation Using Sparse 3D Prior Models with Optimal Data Support
Kernel-Based Manifold Learning for Statistical Analysis of Diffusion Tensor Images
Data-Driven Interactive 3D Medical Image Segmentation Based on Structured Patch Model
Model-Based Estimation of Microscopic Anisotropy in Macroscopically Isotropic Substrates Using Diffusion MRI
Analytical Considerations of Photon Attenuation and System Response Function in SPECT Reconstruction
Unsupervised Deformable Registration for Multi-modal Images via Disentangled Representations
Representation Disentanglement for Multi-modal Brain MRI Analysis
Human-Machine Interactive Tissue Prototype Learning for Label-Efficient Histopathology Image Segmentation
Estimating Sparse Deformation Fields Using Multiscale Bayesian Priors and 3-D Ultrasound
Information Processing in Medical Imaging - 23rd International Conference, IPMI 2013, Asilomar, CA, USA, June 28-July 3, 2013. Proceedings
A Robust and Efficient Algorithm for Image Registration
Explainable Deep Model for Understanding Neuropathological Events Through Neural Symbolic Regression
Trainable Models for the Interpretation of Echocardiogram Images
Intuitive, Localized Analysis of Shape Variability
Feature Library: A Benchmark for Cervical Lesion Segmentation
Reliable Selection of the Number of Fascicles in Diffusion Images by Estimation of the Generalization Error
HyperMorph: Amortized Hyperparameter Learning for Image Registration
A Fuzzy, Nonparametric Segmentation Framework for DTI and MRI Analysis
Fast-MC-PET: A Novel Deep Learning-Aided Motion Correction and Reconstruction Framework for Accelerated PET
Reconstruction of 3-D Branching Structures
Segmentation of Sub-cortical Structures by the Graph-Shifts Algorithm
A Fuzzy Model for the Processing and Recognition of MR Pathological Images
Apparent Diffusion Coefficient Approximation and Diffusion Anisotropy Characterization in DWI
A Discriminative Event Based Model for Alzheimer's Disease Progression Modeling
A Deep Neural Network for Manifold-Valued Data with Applications to Neuroimaging
Recovery of Soft Tissue Object Deformation from 3D Image Sequences Using Biomechanical Models
A Restaurant Process Mixture Model for Connectivity Based Parcellation of the Cortex
Deep Label Fusion: A 3D End-To-End Hybrid Multi-atlas Segmentation and Deep Learning Pipeline
Fiber Tracking in q-Ball Fields Using Regularized Particle Trajectories
Future Frame Prediction for Robot-Assisted Surgery
Predicting Interrelated Alzheimer's Disease Outcomes via New Self-learned Structured Low-Rank Model
Distributed Anatomical Brain Connectivity Derived from Diffusion Tensor Imaging
Explicit Topological Priors for Deep-Learning Based Image Segmentation Using Persistent Homology
Fast Brain Matching with Spectral Correspondence
Cone Beam Imaging of a Section of a Long Object with a Short Detector
Transitive Inverse-Consistent Manifold Registration
Linearization of Mammograms Using Parameters Derived from Noise Characteristics
Better Generalization of White Matter Tract Segmentation to Arbitrary Datasets with Scaled Residual Bootstrap
Pixel-Level Explanation of Multiple Instance Learning Models in Biomedical Single Cell Images
The Active Elastic Model
Multi-scale Convolutional Neural Networks for Lung Nodule Classification
Spatial Compounding of 3-D Ultrasound Images
A Feature Space for Derivatives of Deformations
Estimation of Inferential Uncertainty in Assessing Expert Segmentation Performance from Staple
Hyperbolic Harmonic Brain Surface Registration with Curvature-Based Landmark Matching
Prediction of Longitudinal Development of Infant Cortical Surface Shape Using a 4D Current-Based Learning Framework
A Genetic Algorithm for the Topology Correction of Cortical Surfaces
Vicinal Feature Statistics Augmentation for Federated 3D Medical Volume Segmentation
Robust Biophysical Parameter Estimation with a Neural Network Enhanced Hamiltonian Markov Chain Monte Carlo Sampler
Multi-class Image Segmentation in Fluorescence Microscopy Using Polytrees
Information Processing in Medical Imaging - 29th International Conference, IPMI 2025, Kos, Greece, May 25-30, 2025, Proceedings, Part I
A Sequential 3D Thinning Algorithm and Its Medical Applications
A Hierarchical Manifold Learning Framework for High-Dimensional Neuroimaging Data
Brain Transfer: Spectral Analysis of Cortical Surfaces and Functional Maps
ECKO: Ensemble of Clustered Knockoffs for Robust Multivariate Inference on fMRI Data
mSPD-NN: A Geometrically Aware Neural Framework for Biomarker Discovery from Functional Connectomics Manifolds
Estimation of Causal Effects in the Presence of Unobserved Confounding in the Alzheimer's Continuum
Computation of Efficient Patient Specific Models From 3-D Medical Images: Use in Virtual Endoscopy and Surgery Rehearsal
Sparse Deformable Models with Application to Cardiac Motion Analysis
Adaptive Graph Convolution Pooling for Brain Surface Analysis
A Graph Model of the Lungs with Morphology-Based Structure for Tuberculosis Type Classification
Spectral Factor Analysis for Multi-isotope Imaging in Nuclear Medicine
Group Level MEG/EEG Source Imaging via Optimal Transport: Minimum Wasserstein Estimates
Coupled Multi-shape Model and Mutual Information for Medical Image Segmentation
Symmetric Interleaved Geodesic Shooting in Diffeomorphisms
Adaptive Multi-modal Particle Filtering for Probabilistic White Matter Tractography
Information Processing in Medical Imaging - 28th International Conference, IPMI 2023, San Carlos de Bariloche, Argentina, June 18-23, 2023, Proceedings
Automated Segmentation of Brain Exterior in MR Images Driven by Empirical Procedures and Anatomical Knowledge
Discovering Spreading Pathways of Neuropathological Events in Alzheimer's Disease Using Harmonic Wavelets
Edge-Affected Context for Adaptive Contrast Enhancement
Illumination Compensation and Normalization Using Low-Rank Decomposition of Multispectral Images in Dermatology
Active Testing Search for Point Cloud Matching
Scalable Orthonormal Projective NMF via Diversified Stochastic Optimization
High-Order Oriented Cylindrical Flux for Curvilinear Structure Detection and Vessel Segmentation
Estimation of Tissue Microstructure Using a Deep Network Inspired by a Sparse Reconstruction Framework
Study of Connectivity in the Brain Using the Full Diffusion Tensor from MRI
Hierarchical Region-Network Sparsity for High-Dimensional Inference in Brain Imaging
Estimation of Brain Network Atlases Using Diffusive-Shrinking Graphs: Application to Developing Brains
Cortical Morphometry Analysis Based on Worst Transportation Theory
Expectation Maximization Strategies for Multi-atlas Multi-label Segmentation
Theoretical Evaluation of the Detectability of Random Lesions in Bayesian Emission Reconstruction
A 3-D Filtered-Backprojection Reconstruction Algorithm for Combined Parallel- and Cone-Beam SPECT Data
An Inverse Method for the Recovery of Tissue Parameters from Colour Images
Adaptive Kernels for Multi-fiber Reconstruction
Geometry Driven Volumetric Registration
Spatio-Temporal Signatures to Predict Retinal Disease Recurrence
Shape-Based Interpolation Using a Chamfer Distance
Deformation for Image Guided Interventions Using a Three Component Tissue Model
Detecting Disease-Specific Patterns of Brain Structure Using Cortical Pattern Matching and a Population-Based Probabilistic Brain Atlas
HALOS: Hallucination-Free Organ Segmentation After Organ Resection Surgery
Partial Volume Segmentation of Cerebral MRI Scans with Mixture Model Clustering
A Marginalized MAP Approach and EM Optimization for Pair-Wise Registration
A Stochastic Model for Automated Detction of Calculations in Digital Mammograms
Orthotropic Thin Shell Elasticity Estimation for Surface Registration
Finding the Brain Cortex Using Fuzzy Segmentation, Isosurfaces, and Deformable Surface Models
Construction of An Unbiased Spatio-Temporal Atlas of the Tongue During Speech
Detail-Preserving PET Reconstruction with Sparse Image Representation and Anatomical Priors
Spatially Varying Label Smoothing: Capturing Uncertainty from Expert Annotations
Method for Estimating the Intensity Mapping between MRI Images
Continuous Gaussian Mixture Modeling
Coupled Shape Distribution-Based Segmentation of Multiple Objects
A Strategy for Automated Multimodality Image Registration Incorporating Anatomical Knowledge and Imager Characteristics
Bayesian Dictionary Learning and Undersampled Multishell HARDI Reconstruction
Mixup-Privacy: A Simple yet Effective Approach for Privacy-Preserving Segmentation
Learning Best Features and Deformation Statistics for Hierarchical Registration of MR Brain Images
Quantitative Analysis of Intrathoracic Airway Trees: Methods and Validation
Predicting Cognitive Data from Medical Images Using Sparse Linear Regression
KIDS: A Distributed Expert System for Biomedical Image Interpretation
Scale and Segmentation of Grey-Level Images Using Maximum Gradient Paths
S2DGAN: Generating Dual-energy CT from Single-energy CT for Real-time Determination of Intracerebral Hemorrhage
Is Segmentation Uncertainty Useful?
Voxel Based Monte Carlo Calculations of Nuclear Medicine Images and Applied Variance Reduction Techniques
Morphology-Based Cortical Thickness Estimation
Tracer Kinetics Guided Dynamic PET Reconstruction
Discriminative Shape Alignment
Information Processing in Medical Imaging, 13th International Conference, IPMI'93, Flagstaff, Arizona, USA, June 14-18, 1993, Proceedings
Multi-layer Deformation Estimation for Fluoroscopic Imaging
Multivariate Manifold Modelling of Functional Connectivity in Developing Language Networks
Topology Preserving Tissue Classification with Fast Marching and Topology Templates
Information Processing in Medical Imaging, 16th International Conference, IPMI'99, Visegrád, Hungary, June 28 - July 2, 1999, Proceedings
Activated Fibers: Fiber-Centered Activation Detection in Task-Based FMRI
Optimal Data Types in Optical Tomography
Globally Optimal Coupled Surfaces for Semi-automatic Segmentation of Medical Images
Generalizations of Ripley's K-function with Application to Space Curves
Sparse Projections of Medical Images onto Manifolds
Event-Based Modeling with High-Dimensional Imaging Biomarkers for Estimating Spatial Progression of Dementia
A Minimum Description Length Approach to Statistical Shape Modelling
Reconstruction of 4D-CT from a Single Free-Breathing 3D-CT by Spatial-Temporal Image Registration
DRAMMS: Deformable Registration via Attribute Matching and Mutual-Saliency Weighting
Information-Theoretic Analysis of Brain White Matter Fiber Orientation Distribution Functions
Filtered Trajectory Recovery: A Continuous Extension to Event-Based Model for Alzheimer's Disease Progression Modeling
Group Testing for Longitudinal Data
Self-Aligning Manifolds for Matching Disparate Medical Image Datasets
Joint Restoration of Bi-contrast MRI Data for Spatial Intensity Non-uniformities
Feature-Guided Acquisition and Reconstruction of MR Images
Many Heads Are Better Than One: Jointly Removing Bias from Multiple MRIs Using Nonparametric Maximum Likelihood
Robust Active Appearance Model Matching
A Unified Feature Registration Method for Brain Mapping
Preliminary Examination of the Use of Case Specific Medical Information as "prior" in Bayesian Reconstruction
Combining Generative and Discriminative Models for Semantic Segmentation of CT Scans via Active Learning
Rapid Multi-organ Segmentation Using Context Integration and Discriminative Models
Multiscale Vessel Enhancing Diffusion in CT Angiography Noise Filtering
A Unifying Framework for Spatial and Temporal Diffusion in Diffusion MRI
Adapting Active Shape Models for 3D Segmentation of Tubular Structures in Medical Images
Hierarchical CLIPs for Fine-Grained Anatomical Lesion Localization from Whole-Body PET/CT Images
Multimodal Brain Subnetwork Extraction Using Provincial Hub Guided Random Walks
Robust Fréchet Mean and PGA on Riemannian Manifolds with Applications to Neuroimaging
Tunneling Descent Level Set Segmentation of Ultrasound Images
Theory for Estimating Human-Observer Templates in Two-Alternative Forced-Choice Experiments
Adaptive Riemannian Metrics for Improved Geodesic Tracking of White Matter
Can T 2 -Spectroscopy Resolve Submicrometer Axon Diameters?
Decoupling Axial and Radial Tissue Heterogeneity in Diffusion Compartment Imaging
Optimal Initialization for 3D Correspondence Optimization: An Evaluation Study
Fully-Automated White Matter Hyperintensity Detection with Anatomical Prior Knowledge and without FLAIR
MetaMorph: Learning Metamorphic Image Transformation with Appearance Changes
Semi-Supervised Screening of COVID-19 from Positive and Unlabeled Data with Constraint Non-Negative Risk Estimator
Multi-fiber Reconstruction from Diffusion MRI Using Mixture of Wisharts and Sparse Deconvolution
Imaging Tumor Microenvironment with Ultrasound
High-Quality Consistent Meshing of Multi-label Datasets
Probabilistic Clustering and Quantitative Analysis of White Matter Fiber Tracts
Extracting the Groupwise Core Structural Connectivity Network: Bridging Statistical and Graph-Theoretical Approaches
Bootstrapping Semi-supervised Medical Image Segmentation with Anatomical-Aware Contrastive Distillation
ToothForge: Automatic Dental Shape Generation Using Synchronized Spectral Embeddings
Temporal Groupwise Registration for Motion Modeling
Maximum Entropy Spherical Deconvolution for Diffusion MRI
An Event-Based Disease Progression Model and Its Application to Familial Alzheimer's Disease
Non-Rigid Motion Models for Tracking the Left Ventricular Wall
Parameterization-Invariant Shape Statistics and Probabilistic Classification of Anatomical Surfaces
Robust Nonrigid Multimodal Image Registration Using Local Frequency Maps
Hierarchical Geodesic Polynomial Model for Multilevel Analysis of Longitudinal Shape
Symmetric Positive 4 th Order Tensors & Their Estimation from Diffusion Weighted MRI
Adaptive Non-rigid Registration of Real Time 3D Ultrasound to Cardiovascular MR Images
Shrinkage Estimation on the Manifold of Symmetric Positive-Definite Matrices with Applications to Neuroimaging
3D Shape-to-Image Brownian Bridge Diffusion for Brain MRI Synthesis from Cortical Surfaces
Generalized Sparse Regularization with Application to fMRI Brain Decoding
Segmentation of Brain Images Using Adaptive Atlases with Application to Ventriculomegaly
Reconstruction of the Intracerebral Vasculature from MRA and a Pair of Projection Views
Inter and Intra-modal Deformable Registration: Continuous Deformations Meet Efficient Optimal Linear Programming
Spatiotemporal Analysis of Functional Images Using the Fixed Effect Model
Leveraging EAP-Sparsity for Compressed Sensing of MS-HARDI in (k, q)-Space
New Graph-Blind Convolutional Network for Brain Connectome Data Analysis
Nonlinear Estimation and Modeling of fMRI Data Using Spatio-temporal Support Vector Regression
SpectMamba: Integrating Frequency and State Space Models for Enhanced Medical Image Detection
Inverse Methods for Optical Tomography
Jackknifing a Normal Database for Regional Cerebral Blood Flow SPECT Obtained Using Principal Components
Personalization of Pictorial Structures for Anatomical Landmark Localization
Automatical Adaption of the Stereotactical Coordinate System in Brain MRI Datasets
A Feature-Based Approach to Big Data Analysis of Medical Images
Teach Me to Segment with Mixed Supervision: Confident Students Become Masters