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Inverse Rendering of Faces with a 3D Morphable Model

https://doi.org/10.1109/tpami.2012.206

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What this work says

Outgoing claims: the papers this work cites, builds on, or argues with.

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Face Identification by Fitting a 3D Morphable Model Using Linear Shape and Texture Error Functions

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Parameterising Images for Recognition and Reconstruction

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A New Framework for Grayscale and Colour Non-lambertian Shape-from-Shading

inferredcites →https://doi.org/10.1007/bfb0054760openalex-snapshot

Active appearance models

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Color Subspaces as Photometric Invariants

inferredcites →https://doi.org/10.1016/0007-1226(95)90037-3openalex-snapshot

Anthropometry of the head and face

inferredcites →https://doi.org/10.1016/b978-012088452-0/50013-3openalex-snapshot

MODELING ILLUMINATION VARIATION WITH SPHERICAL HARMONICS

inferredcites →https://doi.org/10.1016/s0262-8856(02)00004-5openalex-snapshot

Automatic extraction of the face identity-subspace

inferredcites →https://doi.org/10.1108/k.2001.30.9_10.1333.2openalex-snapshot

Multiple View Geometry in Computer Vision

inferredcites →https://doi.org/10.1109/34.927464openalex-snapshot

From few to many: illumination cone models for face recognition under variable lighting and pose

inferredcites →https://doi.org/10.1109/amfg.2003.1240818openalex-snapshot

Rank constrained recognition under unknown illuminations

inferredcites →https://doi.org/10.1109/avss.2009.58openalex-snapshot

A 3D Face Model for Pose and Illumination Invariant Face Recognition

inferredcites →https://doi.org/10.1109/cvpr.1991.139758openalex-snapshot

Face recognition using eigenfaces

inferredcites →https://doi.org/10.1109/cvpr.2005.145openalex-snapshot

Estimating 3D Shape and Texture Using Pixel Intensity, Edges, Specular Highlights, Texture Constraints and a Prior

inferredcites →https://doi.org/10.1109/cvpr.2009.5206516openalex-snapshot

An efficient stochastic approach to groupwise non-rigid image registration

inferredcites →https://doi.org/10.1109/cvpr.2011.5995632openalex-snapshot

Efficient groupwise non-rigid registration of textured surfaces

inferredcites →https://doi.org/10.1109/cvprw.2012.6238915openalex-snapshot

3D landmark model discovery from a registered set of organic shapes

inferredcites →https://doi.org/10.1109/iccv.2005.219openalex-snapshot

Shape and spatially-varying BRDFs from photometric stereo

inferredcites →https://doi.org/10.1109/iccv.2011.6126275openalex-snapshot

Optimal landmark detection using shape models and branch and bound

inferredcites →https://doi.org/10.1109/jproc.2006.886019openalex-snapshot

Face Recognition Using 3-D Models: Pose and Illumination

inferredcites →https://doi.org/10.1109/tdpvt.2004.1335212openalex-snapshot

A statistical method for robust 3D surface reconstruction from sparse data

inferredcites →https://doi.org/10.1109/tmi.2002.1009388openalex-snapshot

A minimum description length approach to statistical shape modeling

inferredcites →https://doi.org/10.1109/tpami.2003.1177153openalex-snapshot

Lambertian reflectance and linear subspaces

inferredcites →https://doi.org/10.1109/tpami.2003.1227983openalex-snapshot

Face recognition based on fitting a 3D morphable model

inferredcites →https://doi.org/10.1109/tpami.2003.1251154openalex-snapshot

The CMU pose, illumination, and expression database

inferredcites →https://doi.org/10.1109/tpami.2005.158openalex-snapshot

Example-based photometric stereo: shape reconstruction with general, varying BRDFs

inferredcites →https://doi.org/10.1109/tpami.2005.92openalex-snapshot

Acquiring linear subspaces for face recognition under variable lighting

inferredcites →https://doi.org/10.1109/tpami.2006.251openalex-snapshot

Recovering Facial Shape Using a Statistical Model of Surface Normal Direction

inferredcites →https://doi.org/10.1109/tpami.2006.53openalex-snapshot

Face recognition from a single training image under arbitrary unknown lighting using spherical harmonics

inferredcites →https://doi.org/10.1109/tvcg.2005.47openalex-snapshot

Reflectance from Images: A Model-Based Approach for Human Faces

inferredcites →https://doi.org/10.1145/1027411.1027416openalex-snapshot

A signal-processing framework for reflection

inferredcites →https://doi.org/10.1145/311535.311556openalex-snapshot

A morphable model for the synthesis of 3D faces

inferredcites →https://doi.org/10.1145/383259.383271openalex-snapshot

A signal-processing framework for inverse rendering

inferredcites →https://doi.org/10.1162/neco.1996.8.6.1321openalex-snapshot

Statistical Approach to Shape from Shading: Reconstruction of Three-Dimensional Face Surfaces from Single Two-Dimensional Images

inferredcites →https://doi.org/10.1364/josa.57.001105openalex-snapshot

Theory for Off-Specular Reflection From Roughened Surfaces*

inferredcites →https://doi.org/10.2312/egwr/egwr03/230-240openalex-snapshot

Recovering 3-D Shape and Reflectance From a Small Number of Photographs

inferredcites →https://doi.org/10.2352/cic.1997.5.1.art00052openalex-snapshot

Inverse Lighting for Photography

inferredcites →https://doi.org/10.5244/c.18.55openalex-snapshot

Three-Dimensional Face Recognition Using Surface Space Combinations

inferredcites →https://doi.org/10.5244/c.5.52openalex-snapshot

Parameterising Images for Recognition and Reconstruction

What points at this work

Incoming claims: where this work appears in other papers’ reference lists and arguments.

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Verisimilar Image Synthesis for Accurate Detection and Recognition of Texts in Scenes

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“Look Ma, No Landmarks!” – Unsupervised, Model-Based Dense Face Alignment

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GRAPE: Generalizable and Robust Multi-view Facial Capture

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The Perspective Face Shape Ambiguity

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3D Morphable Face Models and Their Applications

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A 3D Morphable Eye Region Model for Gaze Estimation

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Face Recognition Using a Unified 3D Morphable Model

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Fitting a 3D Morphable Model to Edges: A Comparison Between Hard and Soft Correspondences

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A 3D Face Modelling Approach for Pose-Invariant Face Recognition in a Human-Robot Environment

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A Novel Frontal Facial Synthesis Algorithm Based on Individual Residual Face

inferred← citeshttps://doi.org/10.1007/978-3-319-78199-0_25openalex-snapshot

Inverse Lightfield Rendering for Shape, Reflection and Natural Illumination

inferred← citeshttps://doi.org/10.1007/978-3-319-95450-9_19openalex-snapshot

Face Recognition Analysis Using 3D Model

inferred← citeshttps://doi.org/10.1007/978-981-95-6144-5_10openalex-snapshot

3D Facial Beauty Computation and Enhancement Methods

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Fundamentals of 3D Facial Beauty Analysis

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Advanced Facial Reconstruction Techniques for 3D Beauty Analysis

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Facial Attractiveness Prediction Based on 3D Geometric

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Patch-based facial texture super-resolution by fitting 3D face models

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A survey on face modeling: building a bridge between face analysis and synthesis

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Fast 3D face reconstruction from a single image combining attention mechanism and graph convolutional network

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Markov Chain Monte Carlo for Automated Face Image Analysis

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Large Scale 3D Morphable Models

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Occlusion-Aware 3D Morphable Models and an Illumination Prior for Face Image Analysis

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What Does 2D Geometric Information Really Tell Us About 3D Face Shape?

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The presentation of a semi-supervised deep learning platform for 3D face reconstruction from 2D images

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Deep Energies for Estimating Three-Dimensional Facial Pose and Expression

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Probabilistic Morphable Models

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Towards Geometric–Photometric Joint Alignment for facial mesh registration

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Statistical 3D face shape estimation from occluding contours

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Robust approach to inverse lighting using RGB-D images

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Using 3D face priors for depth recovery

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Deep-MDS framework for recovering the 3D shape of 2D landmarks from a single image

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Crucial and irreplaceable 3D features for facial beauty analysis

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Manifold-based constraints for operations in face space

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Efficient 3D morphable face model fitting

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Gaussian mixture 3D morphable face model

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Recovering variations in facial albedo from low resolution images

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Deeply learned pore-scale facial features with a large pore-to-pore correspondences dataset

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Effects of pose and image resolution on automatic face recognition

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Collaborative Regression of Expressive Bodies using Moderation

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Local Spherical Harmonics for Facial Shape and Albedo Estimation

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A Survey of Facial Capture for Virtual Reality

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Non-Uniform Low-Light Face Image Enhancement Based on Dark Channel Prior and Image Uniform Posterior

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Robust face recognition by an albedo based 3D morphable model

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SREFI: Synthesis of realistic example face images

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A Deep Learning Embedded System for 3D Human Face Shape Reconstruction From a Single Image

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High-fidelity Pose and Expression Normalization for face recognition in the wild

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Picture: A probabilistic programming language for scene perception

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Face Alignment Across Large Poses: A 3D Solution

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A 3D Morphable Model Learnt from 10,000 Faces

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Dynamic Attention-Controlled Cascaded Shape Regression Exploiting Training Data Augmentation and Fuzzy-Set Sample Weighting

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Fast 3D Reconstruction of Faces with Glasses

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3D Face Morphable Models "In-the-Wild"

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Parametric T-Spline Face Morphable Model for Detailed Fitting in Shape Subspace

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InverseFaceNet: Deep Monocular Inverse Face Rendering

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Label Denoising Adversarial Network (LDAN) for Inverse Lighting of Faces

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Nonlinear 3D Face Morphable Model

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InverseRenderNet: Learning Single Image Inverse Rendering

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Combining 3D Morphable Models: A Large Scale Face-And-Head Model

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EMOCA: Emotion Driven Monocular Face Capture and Animation

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ImFace: A Nonlinear 3D Morphable Face Model with Implicit Neural Representations

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Instant Multi-View Head Capture through Learnable Registration

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Improving Fairness in Facial Albedo Estimation via Visual-Textual Cues

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One-Stage 3D Whole-Body Mesh Recovery with Component Aware Transformer

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3D Facial Expressions through Analysis-by-Neural-Synthesis

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OFER: Occluded Face Expression Reconstruction

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SPECTRE: Visual Speech-Informed Perceptual 3D Facial Expression Reconstruction from Videos

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3D Morphable Ear Model: A Complete Pipeline from Ear Segmentation to Statistical Modeling

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Rotated face recognition by manifold learning with auto-associative neural network

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Discriminative 3D morphable model fitting

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Realistic inverse lighting from a single 2D image of a face, taken under unknown and complex lighting

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Face Denoising and 3D Reconstruction from A Single Depth Image

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Generating face images based on 3D morphable model

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Face-Pose Estimation for Learning Systems

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Multi-branch Face Quality Assessment for Face Recognition

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Example-Based Modeling of Facial Texture from Deficient Data

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Efficient Global Illumination for Morphable Models

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Deep Single-Image Portrait Relighting

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Neural Video Portrait Relighting in Real-time via Consistency Modeling

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HUST: High-Fidelity Unbiased Skin Tone Estimation via Texture Quantization

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Efficient and Robust Inverse Lighting of a Single Face Image Using Compressive Sensing

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3D assisted face recognition via progressive pose estimation

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Fitting 3D Morphable Face Models using local features

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Automatic detection of 3D lighting inconsistencies via a facial landmark based morphable model

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Reconstruction of 3D facial image using a single 2D image

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A Lighting Robust Fitting Approach of 3D Morphable Model Using Spherical Harmonic Illumination

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Robust 3D Morphable Model Fitting by Sparse SIFT Flow

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Toward Invisible Region Restoration for Single-View 3D Face Reconstruction

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3D Morphable Face Model with Continuous Semantics

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Rendering or normalization? An analysis of the 3D-aided pose-invariant face recognition

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Real-Time 3D Face Fitting and Texture Fusion on In-the-Wild Videos

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Region-based deformation transfer

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Resource-Conscious High-Performance Models for 2D-to-3D Single-View Reconstruction

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Optimized 3D Lighting Environment Estimation for Image Forgery Detection

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Image Forensics Based on Planar Contact Constraints of 3D Objects

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Cascaded Collaborative Regression for Robust Facial Landmark Detection Trained Using a Mixture of Synthetic and Real Images With Dynamic Weighting

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Designing an Illumination-Aware Network for Deep Image Relighting

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3DFACENet: 3D Facial Attractiveness Computation and Enhancement Network

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Realistic Facial Expression Reconstruction for VR HMD Users

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Dual Neural Networks Coupling Data Regression With Explicit Priors for Monocular 3D Face Reconstruction

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Dual-Space Semi-Supervision for Aesthetic-Consistent 3D Face Reconstruction

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Face Alignment in Full Pose Range: A 3D Total Solution

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3D Reconstruction of “In-the-Wild” Faces in Images and Videos

inferred← citeshttps://doi.org/10.1109/tpami.2018.2837742openalex-snapshot

CNN-Based Real-Time Dense Face Reconstruction with Inverse-Rendered Photo-Realistic Face Images

inferred← citeshttps://doi.org/10.1109/tpami.2018.2877675openalex-snapshot

Visibility Constrained Generative Model for Depth-Based 3D Facial Pose Tracking

inferred← citeshttps://doi.org/10.1109/tpami.2019.2891638openalex-snapshot

Hierarchical Bayesian Inverse Lighting of Portraits with a Virtual Light Stage

inferred← citeshttps://doi.org/10.1109/tpami.2019.2927975openalex-snapshot

On Learning 3D Face Morphable Model from In-the-Wild Images

inferred← citeshttps://doi.org/10.1109/tpami.2020.2991150openalex-snapshot

Towards a Complete 3D Morphable Model of the Human Head

inferred← citeshttps://doi.org/10.1109/tpami.2020.3024009openalex-snapshot

Neural Rendering for Game Character Auto-Creation

inferred← citeshttps://doi.org/10.1109/tpami.2021.3058105openalex-snapshot

Outdoor inverse rendering from a single image using multiview self-supervision

inferred← citeshttps://doi.org/10.1109/tpami.2023.3298850openalex-snapshot

Recovering 3D Human Mesh From Monocular Images: A Survey

inferred← citeshttps://doi.org/10.1109/tpami.2024.3480151openalex-snapshot

ImFace++: A Sophisticated Nonlinear 3D Morphable Face Model With Implicit Neural Representations

inferred← citeshttps://doi.org/10.1109/tpami.2025.3627431openalex-snapshot

Topo4D++: Realistic Physically Based 4D Head Capture With Topology-Preserving Gaussian Splatting and Expression Priors

inferred← citeshttps://doi.org/10.1109/tsmc.2021.3054677openalex-snapshot

Competitive Learning of Facial Fitting and Synthesis Using UV Energy

inferred← citeshttps://doi.org/10.1109/tst.2015.7173455openalex-snapshot

Effectively lossless subspace appearance model compression using prior information

inferred← citeshttps://doi.org/10.1109/tvcg.2026.3678035openalex-snapshot

Relightable and Animatable Gaussian Head Avatar From Monocular Videos

inferred← citeshttps://doi.org/10.1109/urai.2016.7733994openalex-snapshot

Frontal face reconstruction with symmetric constraints

inferred← citeshttps://doi.org/10.1109/vcip63160.2024.10849906openalex-snapshot

ReLI-QA: A Multidimensional Quality Assessment Dataset for Relighted Human Heads

inferred← citeshttps://doi.org/10.1109/wacv61041.2025.00396openalex-snapshot

Analyzing and Improving the Skin Tone Consistency and Bias in Implicit 3D Relightable Face Generators

inferred← citeshttps://doi.org/10.1109/wacvw50321.2020.9096941openalex-snapshot

CAFM: A 3D Morphable Model for Animals

inferred← citeshttps://doi.org/10.1109/wifs.2015.7368587openalex-snapshot

Improved 3D lighting environment estimation for image forgery detection

inferred← citeshttps://doi.org/10.1117/12.2321668openalex-snapshot

Light-field reconstruction from scattered light using plenoptic data

inferred← citeshttps://doi.org/10.1117/12.2500460openalex-snapshot

Improved 3D face reconstruction from stereo images

inferred← citeshttps://doi.org/10.1145/2845089openalex-snapshot

A Comprehensive Survey on Pose-Invariant Face Recognition

inferred← citeshttps://doi.org/10.1145/2945078.2945145openalex-snapshot

Real-time 3D face super-resolution from monocular in-the-wild videos

inferred← citeshttps://doi.org/10.1145/3193063.3193074openalex-snapshot

Pose VariantFace Recognition Based on Linear Mapping

inferred← citeshttps://doi.org/10.1145/3240508.3240570openalex-snapshot

Real-time 3D Face-Eye Performance Capture of a Person Wearing VR Headset

inferred← citeshttps://doi.org/10.1145/3330482.3330501openalex-snapshot

Robust Face Recognition with Assistance of Pose and Expression Normalized Albedo Images

inferred← citeshttps://doi.org/10.1145/3395208openalex-snapshot

3D Morphable Face Models—Past, Present, and Future

inferred← citeshttps://doi.org/10.1145/3414685.3417824openalex-snapshot

Single image portrait relighting via explicit multiple reflectance channel modeling

inferred← citeshttps://doi.org/10.1145/3450626.3459936openalex-snapshot

Learning an animatable detailed 3D face model from in-the-wild images

inferred← citeshttps://doi.org/10.1145/3476576.3476646openalex-snapshot

Learning an animatable detailed 3D face model from in-the-wild images

inferred← citeshttps://doi.org/10.1145/3573428.3573704openalex-snapshot

A Human Eye-based Text Color Scheme Generation Method for Image Synthesis

inferred← citeshttps://doi.org/10.1145/3680528.3687704openalex-snapshot

SPARK: Self-supervised Personalized Real-time Monocular Face Capture

inferred← citeshttps://doi.org/10.1145/3743093.3771049openalex-snapshot

Sketch-1-to-3: One Single Sketch to 3D Detailed Face Reconstruction

inferred← citeshttps://doi.org/10.1155/2020/2398542openalex-snapshot

Automatic Facial Paralysis Assessment via Computational Image Analysis

inferred← citeshttps://doi.org/10.1364/boe.465143openalex-snapshot

RobustPPG: camera-based robust heart rate estimation using motion cancellation

inferred← citeshttps://doi.org/10.1364/josaa.378714openalex-snapshot

Light field reconstruction from scattered light using plenoptic data

inferred← citeshttps://doi.org/10.1364/josaa.433491openalex-snapshot

Recovery of geometry, natural illumination, and BRDF from a single light field image

inferred← citeshttps://doi.org/10.1364/oe.445181openalex-snapshot

Passive 3D location estimation of non-line-of-sight objects from a scattered thermal infrared light field

inferred← citeshttps://doi.org/10.1504/ijbm.2014.067131openalex-snapshot

Framework for assembling components of a face recognition system

inferred← citeshttps://doi.org/10.1631/fitee.1700253openalex-snapshot

On 3D face reconstruction via cascaded regression in shape space

inferred← citeshttps://doi.org/10.17159/sajs.2023/12064openalex-snapshot

Evaluating 3D human face reconstruction from a frontal 2D image, focusing on facial regions associated with foetal alcohol syndrome

inferred← citeshttps://doi.org/10.32657/10356/148667openalex-snapshot

Image synthesis in visual machine learning

inferred← citeshttps://doi.org/10.32657/10356/155400openalex-snapshot

Reconstruction and manipulation of portraits

inferred← citeshttps://doi.org/10.3390/bioengineering9110619openalex-snapshot

Fast 3D Face Reconstruction from a Single Image Using Different Deep Learning Approaches for Facial Palsy Patients

inferred← citeshttps://doi.org/10.3390/electronics13071178openalex-snapshot

An Open-Source Face-Aware Capture System

inferred← citeshttps://doi.org/10.3390/s25154646openalex-snapshot

Design of Realistic and Artistically Expressive 3D Facial Models for Film AIGC: A Cross-Modal Framework Integrating Audience Perception Evaluation

inferred← citeshttps://doi.org/10.3837/tiis.2019.06.021openalex-snapshot

Boosting the Face Recognition Performance of Ensemble Based LDA for Pose, Non-uniform Illuminations, and Low-Resolution Images

inferred← citeshttps://doi.org/10.48550/arxiv.1709.01993openalex-snapshot

Label Denoising Adversarial Network (LDAN) for Inverse Lighting of Face Images

inferred← citeshttps://doi.org/10.48550/arxiv.1906.01821openalex-snapshot

Infant Contact-less Non-Nutritive Sucking Pattern Quantification via Facial Gesture Analysis

inferred← citeshttps://doi.org/10.48550/arxiv.1912.03455openalex-snapshot

Digital Twin: Acquiring High-Fidelity 3D Avatar from a Single Image

inferred← citeshttps://doi.org/10.48550/arxiv.2003.12047openalex-snapshot

Learning Inverse Rendering of Faces from Real-world Videos

inferred← citeshttps://doi.org/10.48550/arxiv.2104.00484openalex-snapshot

Neural Video Portrait Relighting in Real-time via Consistency Modeling

inferred← citeshttps://doi.org/10.48550/arxiv.2111.04731openalex-snapshot

Survey of Deep Learning Methods for Inverse Problems

inferred← citeshttps://doi.org/10.5220/0005669500790086openalex-snapshot

A Multiresolution 3D Morphable Face Model and Fitting Framework

inferred← citeshttps://doi.org/10.70675/4089da6dz0ee2z46ffzbab1zc5bbf12a916bopenalex-snapshot

Large-scale learning of shape and motion models for the 3D face

inferred← citeshttps://doi.org/10.70675/716db43fzfaf8z4480za272z71992a6e873copenalex-snapshot

Enhanced facial behavior recognition and rehabilitation using 3D biomechanical features and deep learning approaches

inferred← citeshttps://doi.org/10.7287/peerj-cs.951v0.1/reviews/1openalex-snapshot

Peer Review #1 of "Deep learning methods for inverse problems (v0.1)"

inferred← citeshttps://doi.org/10.7287/peerj-cs.951v0.1/reviews/2openalex-snapshot

Peer Review #2 of "Deep learning methods for inverse problems (v0.1)"

inferred← citeshttps://doi.org/10.7287/peerj-cs.951v0.2/reviews/1openalex-snapshot

Peer Review #1 of "Deep learning methods for inverse problems (v0.2)"

inferred← citeshttps://doi.org/10.7287/peerj-cs.951v0.2/reviews/2openalex-snapshot

Peer Review #2 of "Deep learning methods for inverse problems (v0.2)"

inferred← citeshttps://doi.org/10.7717/peerj-cs.951openalex-snapshot

Deep learning methods for inverse problems

Editorial review for independent work. ICSAC — the Institute for Complexity Science and Advanced Computing — runs a structured editorial panel for researchers publishing outside journals, and publishes on CiteStamp rails. Submission is free and goes through ORCID: icsacinstitute.org/submit.