David Jacobs

Affiliations:
  • University of Maryland, Department of Computer Science, College Park, USA
  • NEC Research Institute, Princeton, NJ, USA (former)
  • Massachusetts Institute of Technology (MIT), Artificial Intelligence Laboratory, Cambridge, MA, USA (former, PhD)


According to our database1, David Jacobs authored at least 159 papers between 1991 and 2024.

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Bibliography

2024
Rethinking Score Distillation as a Bridge Between Image Distributions.
CoRR, 2024

CinePile: A Long Video Question Answering Dataset and Benchmark.
CoRR, 2024

GaNI: Global and Near Field Illumination Aware Neural Inverse Rendering.
CoRR, 2024

2023
LD-ZNet: A Latent Diffusion Approach for Text-Based Image Segmentation.
Proceedings of the IEEE/CVF International Conference on Computer Vision, 2023

Preserve Your Own Correlation: A Noise Prior for Video Diffusion Models.
Proceedings of the IEEE/CVF International Conference on Computer Vision, 2023

Measured Albedo in the Wild: Filling the Gap in Intrinsics Evaluation.
Proceedings of the IEEE International Conference on Computational Photography, 2023

HaLP: Hallucinating Latent Positives for Skeleton-based Self-Supervised Learning of Actions.
Proceedings of the IEEE/CVF Conference on Computer Vision and Pattern Recognition, 2023

Hyperbolic Contrastive Learning for Visual Representations beyond Objects.
Proceedings of the IEEE/CVF Conference on Computer Vision and Pattern Recognition, 2023

2022
Object-aware Cropping for Self-Supervised Learning.
Trans. Mach. Learn. Res., 2022

SfSNet: Learning Shape, Reflectance and Illuminance of Faces in the Wild.
IEEE Trans. Pattern Anal. Mach. Intell., 2022

A simple, efficient and scalable contrastive masked autoencoder for learning visual representations.
CoRR, 2022

Autoregressive Perturbations for Data Poisoning.
Proceedings of the Advances in Neural Information Processing Systems 35: Annual Conference on Neural Information Processing Systems 2022, 2022

On the Spectral Bias of Convolutional Neural Tangent and Gaussian Process Kernels.
Proceedings of the Advances in Neural Information Processing Systems 35: Annual Conference on Neural Information Processing Systems 2022, 2022

Improved Presentation Attack Detection Using Image Decomposition.
Proceedings of the IEEE International Joint Conference on Biometrics, 2022

Long Video Generation with Time-Agnostic VQGAN and Time-Sensitive Transformer.
Proceedings of the Computer Vision - ECCV 2022, 2022

Poisons that are learned faster are more effective.
Proceedings of the IEEE/CVF Conference on Computer Vision and Pattern Recognition Workshops, 2022

Fast Light-Weight Near-Field Photometric Stereo.
Proceedings of the IEEE/CVF Conference on Computer Vision and Pattern Recognition, 2022

Learning visual representations for transfer learning by suppressing texture.
Proceedings of the 33rd British Machine Vision Conference 2022, 2022

2021
Object-Aware Cropping for Self-Supervised Learning.
CoRR, 2021

Improved Detection of Face Presentation Attacks Using Image Decomposition.
CoRR, 2021

Shift Invariance Can Reduce Adversarial Robustness.
Proceedings of the Advances in Neural Information Processing Systems 34: Annual Conference on Neural Information Processing Systems 2021, 2021

Robust Contrastive Learning Using Negative Samples with Diminished Semantics.
Proceedings of the Advances in Neural Information Processing Systems 34: Annual Conference on Neural Information Processing Systems 2021, 2021

Low Curvature Activations Reduce Overfitting in Adversarial Training.
Proceedings of the 2021 IEEE/CVF International Conference on Computer Vision, 2021

Shape and Material Capture at Home.
Proceedings of the IEEE Conference on Computer Vision and Pattern Recognition, 2021

2020
Learning Visual Representations for Transfer Learning by Suppressing Texture.
CoRR, 2020

Towards Automatic Generation of Questions from Long Answers.
CoRR, 2020

On the Similarity between the Laplace and Neural Tangent Kernels.
Proceedings of the Advances in Neural Information Processing Systems 33: Annual Conference on Neural Information Processing Systems 2020, 2020

Frequency Bias in Neural Networks for Input of Non-Uniform Density.
Proceedings of the 37th International Conference on Machine Learning, 2020

Adversarially robust transfer learning.
Proceedings of the 8th International Conference on Learning Representations, 2020

SharinGAN: Combining Synthetic and Real Data for Unsupervised Geometry Estimation.
Proceedings of the 2020 IEEE/CVF Conference on Computer Vision and Pattern Recognition, 2020

Making L-BFGS Work with Industrial-Strength Nets.
Proceedings of the 31st British Machine Vision Conference 2020, 2020

2019
Understanding the (un)interpretability of natural image distributions using generative models.
CoRR, 2019

The Convergence Rate of Neural Networks for Learned Functions of Different Frequencies.
Proceedings of the Advances in Neural Information Processing Systems 32: Annual Conference on Neural Information Processing Systems 2019, 2019

GLoSH: Global-Local Spherical Harmonics for Intrinsic Image Decomposition.
Proceedings of the 2019 IEEE/CVF International Conference on Computer Vision, 2019

Deep Single-Image Portrait Relighting.
Proceedings of the 2019 IEEE/CVF International Conference on Computer Vision, 2019

Neural Inverse Rendering of an Indoor Scene From a Single Image.
Proceedings of the 2019 IEEE/CVF International Conference on Computer Vision, 2019

2018
Solving Uncalibrated Photometric Stereo Using Fewer Images by Jointly Optimizing Low-rank Matrix Completion and Integrability.
J. Math. Imaging Vis., 2018

Stabilizing Adversarial Nets with Prediction Methods.
Proceedings of the 6th International Conference on Learning Representations, 2018

Label Denoising Adversarial Network (LDAN) for Inverse Lighting of Faces.
Proceedings of the 2018 IEEE Conference on Computer Vision and Pattern Recognition, 2018

SfSNet: Learning Shape, Reflectance and Illuminance of Faces 'in the Wild'.
Proceedings of the 2018 IEEE Conference on Computer Vision and Pattern Recognition, 2018

End-to-End Recovery of Human Shape and Pose.
Proceedings of the 2018 IEEE Conference on Computer Vision and Pattern Recognition, 2018

2017
A Hyperelastic Two-Scale Optimization Model for Shape Matching.
SIAM J. Sci. Comput., 2017

Label Denoising Adversarial Network (LDAN) for Inverse Lighting of Face Images.
CoRR, 2017

Efficient Representation of Low-Dimensional Manifolds using Deep Networks.
Proceedings of the 5th International Conference on Learning Representations, 2017

3D Menagerie: Modeling the 3D Shape and Pose of Animals.
Proceedings of the 2017 IEEE Conference on Computer Vision and Pattern Recognition, 2017

Seeing What is Not There: Learning Context to Determine Where Objects are Missing.
Proceedings of the 2017 IEEE Conference on Computer Vision and Pattern Recognition, 2017

A New Rank Constraint on Multi-view Fundamental Matrices, and Its Application to Camera Location Recovery.
Proceedings of the 2017 IEEE Conference on Computer Vision and Pattern Recognition, 2017

Automated Inference with Adaptive Batches.
Proceedings of the 20th International Conference on Artificial Intelligence and Statistics, 2017

2016
Biconvex Relaxation for Semidefinite Programming in Computer Vision.
CoRR, 2016

Big Batch SGD: Automated Inference using Adaptive Batch Sizes.
CoRR, 2016

Learning 3D Deformation of Animals from 2D Images.
Comput. Graph. Forum, 2016

Frontal to profile face verification in the wild.
Proceedings of the 2016 IEEE Winter Conference on Applications of Computer Vision, 2016

Evaluating Local Features for Day-Night Matching.
Proceedings of the Computer Vision - ECCV 2016 Workshops, 2016

Biconvex Relaxation for Semidefinite Programming in Computer Vision.
Proceedings of the Computer Vision - ECCV 2016, 2016

WarpNet: Weakly Supervised Matching for Single-View Reconstruction.
Proceedings of the 2016 IEEE Conference on Computer Vision and Pattern Recognition, 2016

2015
Face Variation.
Proceedings of the Encyclopedia of Biometrics, Second Edition, 2015

From Shading to Local Shape.
IEEE Trans. Pattern Anal. Mach. Intell., 2015

A Linear Elastic Force Optimization Model for Shape Matching.
J. Math. Imaging Vis., 2015

Riemannian Metric Learning for Symmetric Positive Definite Matrices.
CoRR, 2015

Learning 3D Articulation and Deformation using 2D Images.
CoRR, 2015

Deep hierarchical parsing for semantic segmentation.
Proceedings of the IEEE Conference on Computer Vision and Pattern Recognition, 2015

An Efficient Algorithm for Learning Distances that Obey the Triangle Inequality.
Proceedings of the British Machine Vision Conference 2015, 2015

2014
Feature Matching with Bounded Distortion.
ACM Trans. Graph., 2014

Active Image Clustering with Pairwise Constraints from Humans.
Int. J. Comput. Vis., 2014

Active subclustering.
Comput. Vis. Image Underst., 2014

Comparing apples to apples in the evaluation of binary coding methods.
CoRR, 2014

Locally Scale-Invariant Convolutional Neural Networks.
CoRR, 2014

Tohme: detecting curb ramps in google street view using crowdsourcing, computer vision, and machine learning.
Proceedings of the 27th Annual ACM Symposium on User Interface Software and Technology, 2014

Birdsnap: Large-Scale Fine-Grained Visual Categorization of Birds.
Proceedings of the 2014 IEEE Conference on Computer Vision and Pattern Recognition, 2014

2013
Localizing Parts of Faces Using a Consensus of Exemplars.
IEEE Trans. Pattern Anal. Mach. Intell., 2013

Efficient segmentation of leaves in semi-controlled conditions.
Mach. Vis. Appl., 2013

Sparse Norm Filtering
CoRR, 2013

An Initial Study of Automatic Curb Ramp Detection with Crowdsourced Verification Using Google Street View Images.
Proceedings of the Human Computation and Crowdsourcing: Works in Progress and Demonstration Abstracts, 2013

Deformations and Lighting.
Proceedings of the Shape Perception in Human and Computer Vision, 2013

2012
Robust pose invariant face recognition using coupled latent space discriminant analysis.
Comput. Vis. Image Underst., 2012

Spectral Graph Cut from a Filtering Point of View
CoRR, 2012

Dog Breed Classification Using Part Localization.
Proceedings of the Computer Vision - ECCV 2012, 2012

Leafsnap: A Computer Vision System for Automatic Plant Species Identification.
Proceedings of the Computer Vision - ECCV 2012, 2012

A Fast Illumination and Deformation Insensitive Image Comparison Algorithm Using Wavelet-Based Geodesics.
Proceedings of the Computer Vision - ECCV 2012, 2012

Generalized Multiview Analysis: A discriminative latent space.
Proceedings of the 2012 IEEE Conference on Computer Vision and Pattern Recognition, 2012

Data insufficiency in sketch versus photo face recognition.
Proceedings of the 2012 IEEE Computer Society Conference on Computer Vision and Pattern Recognition Workshops, 2012

Active image clustering: Seeking constraints from humans to complement algorithms.
Proceedings of the 2012 IEEE Conference on Computer Vision and Pattern Recognition, 2012

Dynamic changes in motivation in collaborative citizen-science projects.
Proceedings of the CSCW '12 Computer Supported Cooperative Work, 2012

2011
Illumination Recovery From Image With Cast Shadows Via Sparse Representation.
IEEE Trans. Image Process., 2011

Dynamic Processing Allocation in Video.
IEEE Trans. Pattern Anal. Mach. Intell., 2011

Odd Leaf Out: Improving Visual Recognition with Games.
Proceedings of the PASSAT/SocialCom 2011, Privacy, 2011

Trainable 3D recognition using stereo matching.
Proceedings of the IEEE International Conference on Computer Vision Workshops, 2011

Bypassing synthesis: PLS for face recognition with pose, low-resolution and sketch.
Proceedings of the 24th IEEE Conference on Computer Vision and Pattern Recognition, 2011

A deformation and lighting insensitive metric for face recognition based on dense correspondences.
Proceedings of the 24th IEEE Conference on Computer Vision and Pattern Recognition, 2011

Wide-baseline stereo for face recognition with large pose variation.
Proceedings of the 24th IEEE Conference on Computer Vision and Pattern Recognition, 2011

Illumination Modeling for Face Recognition.
Proceedings of the Handbook of Face Recognition, 2nd Edition., 2011

2010
Face verification across age progression using discriminative methods.
IEEE Trans. Inf. Forensics Secur., 2010

Mesh saliency and human eye fixations.
ACM Trans. Appl. Percept., 2010

Comparing and combining lighting insensitive approaches for face recognition.
Comput. Vis. Image Underst., 2010

2009
Face Variation.
Proceedings of the Encyclopedia of Biometrics, 2009

Using Stereo Matching with General Epipolar Geometry for 2D Face Recognition across Pose.
IEEE Trans. Pattern Anal. Mach. Intell., 2009

Assigning cameras to subjects in video surveillance systems.
Proceedings of the 2009 IEEE International Conference on Robotics and Automation, 2009

Sparse representation of cast shadows via <i>l</i>1-regularized least squares.
Proceedings of the IEEE 12th International Conference on Computer Vision, ICCV 2009, Kyoto, Japan, September 27, 2009

Visibility constraints on features of 3D objects.
Proceedings of the 2009 IEEE Computer Society Conference on Computer Vision and Pattern Recognition (CVPR 2009), 2009

Shape Matching for Foliage Database Retrieval.
Proceedings of the Semantic Mining Technologies for Multimedia Databases., 2009

2008
Using specularities in comparing 3D models and 2D images.
Comput. Vis. Image Underst., 2008

Tracking Down Under: Following the Satin Bowerbird.
Proceedings of the 9th IEEE Workshop on Applications of Computer Vision (WACV 2008), 2008

Searching the World's Herbaria: A System for Visual Identification of Plant Species.
Proceedings of the Computer Vision, 2008

Approximate earth mover's distance in linear time.
Proceedings of the 2008 IEEE Computer Society Conference on Computer Vision and Pattern Recognition (CVPR 2008), 2008

2007
Appearance Characterization of Linear Lambertian Objects, Generalized Photometric Stereo, and Illumination-Invariant Face Recognition.
IEEE Trans. Pattern Anal. Mach. Intell., 2007

Surface Dependent Representations for Illumination Insensitive Image Comparison.
IEEE Trans. Pattern Anal. Mach. Intell., 2007

Shape Classification Using the Inner-Distance.
IEEE Trans. Pattern Anal. Mach. Intell., 2007

Photometric Stereo with General, Unknown Lighting.
Int. J. Comput. Vis., 2007

Multi-scale video cropping.
Proceedings of the 15th International Conference on Multimedia 2007, 2007

A Study of Face Recognition as People Age.
Proceedings of the IEEE 11th International Conference on Computer Vision, 2007

Efficiently Determining Silhouette Consistency.
Proceedings of the 2007 IEEE Computer Society Conference on Computer Vision and Pattern Recognition (CVPR 2007), 2007

Using Stereo Matching for 2-D Face Recognition Across Pose.
Proceedings of the 2007 IEEE Computer Society Conference on Computer Vision and Pattern Recognition (CVPR 2007), 2007

2005
Mesh saliency.
ACM Trans. Graph., 2005

Non-Negative Lighting and Specular Object Recognition.
Proceedings of the 10th IEEE International Conference on Computer Vision (ICCV 2005), 2005

On the Equivalence of Common Approaches to Lighting Insensitive Recognition.
Proceedings of the 10th IEEE International Conference on Computer Vision (ICCV 2005), 2005

Deformation Invariant Image Matching.
Proceedings of the 10th IEEE International Conference on Computer Vision (ICCV 2005), 2005

Using the Inner-Distance for Classification of Articulated Shapes.
Proceedings of the 2005 IEEE Computer Society Conference on Computer Vision and Pattern Recognition (CVPR 2005), 2005

2004
Characterization of Human Faces under Illumination Variations Using Rank, Integrability, and Symmetry Constraints.
Proceedings of the Computer Vision, 2004

Whitening for Photometric Comparison of Smooth Surfaces under Varying Illumination.
Proceedings of the Computer Vision, 2004

2003
Guest Editors' Introduction to the Special Section on Perceptual Organization in Computer Vision.
IEEE Trans. Pattern Anal. Mach. Intell., 2003

Lambertian Reflectance and Linear Subspaces.
IEEE Trans. Pattern Anal. Mach. Intell., 2003

Automatic thumbnail cropping and its effectiveness.
Proceedings of the 16th Annual ACM Symposium on User Interface Software and Technology, 2003

Using Specularities for Recognition.
Proceedings of the 9th IEEE International Conference on Computer Vision (ICCV 2003), 2003

2001
Projective Alignment with Regions.
IEEE Trans. Pattern Anal. Mach. Intell., 2001

Linear Fitting with Missing Data for Structure-from-Motion.
Comput. Vis. Image Underst., 2001

Fragment Completion in Humans and Machines.
Proceedings of the Advances in Neural Information Processing Systems 14 [Neural Information Processing Systems: Natural and Synthetic, 2001

Judging Whether Multiple Silhouettes Can Come from the Same Object.
Proceedings of the Visual Form 2001, 4th International Workshop on Visual Form, 2001

Photometric Stereo with General, Unknown Lighting.
Proceedings of the 2001 IEEE Computer Society Conference on Computer Vision and Pattern Recognition (CVPR 2001), 2001

2000
Classification with Nonmetric Distances: Image Retrieval and Class Representation.
IEEE Trans. Pattern Anal. Mach. Intell., 2000

In Search of Illumination Invariants.
Proceedings of the 2000 Conference on Computer Vision and Pattern Recognition (CVPR 2000), 2000

1999
3-D to 2-D Pose Determination with Regions.
Int. J. Comput. Vis., 1999

1998
Efficient determination of shape from multiple images containing partial information.
Pattern Recognit., 1998

Uncertainty Propagation in Model-Based Recognition.
Int. J. Comput. Vis., 1998

Classification in Non-Metric Spaces.
Proceedings of the Advances in Neural Information Processing Systems 11, [NIPS Conference, Denver, Colorado, USA, November 30, 1998

Condensing Image Databases when Retrieval is Based on Non-Metric Distances.
Proceedings of the Sixth International Conference on Computer Vision (ICCV-98), 1998

Comparing Images under Variable Illumination.
Proceedings of the 1998 Conference on Computer Vision and Pattern Recognition (CVPR '98), 1998

Clustering Appearances of 3D Objects.
Proceedings of the 1998 Conference on Computer Vision and Pattern Recognition (CVPR '98), 1998

1997
Local Parallel Computation of Stochastic Completion Fields.
Neural Comput., 1997

Stochastic Completion Fields: A Neural Model of Illusory Contour Shape and Salience.
Neural Comput., 1997

Matching 3-D Models to 2-D Images.
Int. J. Comput. Vis., 1997

Recognition Using Region Correspondences.
Int. J. Comput. Vis., 1997

Constancy and Similarity.
Comput. Vis. Image Underst., 1997

3-D to 2-D Recognition with Regions.
Proceedings of the 1997 Conference on Computer Vision and Pattern Recognition (CVPR '97), 1997

Linear Fitting with Missing Data: Applications to Structure-from-Motion and to Characterizing Intensity Images.
Proceedings of the 1997 Conference on Computer Vision and Pattern Recognition (CVPR '97), 1997

1996
The Space Requirements of Indexing Under Perspective Projections.
IEEE Trans. Pattern Anal. Mach. Intell., 1996

Robust and Efficient Detection of Salient Convex Groups.
IEEE Trans. Pattern Anal. Mach. Intell., 1996

Matching Convex Polygons and Polyhedra, Allowing for Occlusion.
Proceedings of the Applied Computational Geormetry, 1996

Space/time trade-offs for associative memory.
Proceedings of the 13th International Conference on Pattern Recognition, 1996

1994
A study of affine matching with bounded sensor error.
Int. J. Comput. Vis., 1994

Finding structurally consistent motion correspondences.
Proceedings of the 12th IAPR International Conference on Pattern Recognition, 1994

Error propagation in full 3D-from-2D object recognition.
Proceedings of the Conference on Computer Vision and Pattern Recognition, 1994

1993
Finding Salient Convex Groups.
Proceedings of the Partitioning Data Sets, Proceedings of a DIMACS Workshop, 1993

Robust and efficient detection of convex groups.
Proceedings of the Conference on Computer Vision and Pattern Recognition, 1993

2D images of 3-D oriented points.
Proceedings of the Conference on Computer Vision and Pattern Recognition, 1993

Generalizing Invariants for 3-D to 2-D Matching.
Proceedings of the Applications of Invariance in Computer Vision, Second Joint European, 1993

1992
Space efficient 3-D model indexing.
Proceedings of the IEEE Computer Society Conference on Computer Vision and Pattern Recognition, 1992

1991
Space and Time Bounds on Indexing 3D Models from 2D Images.
IEEE Trans. Pattern Anal. Mach. Intell., 1991

Optimal matching of planar models in 3D scenes.
Proceedings of the IEEE Computer Society Conference on Computer Vision and Pattern Recognition, 1991

Model group indexing for recognition.
Proceedings of the IEEE Computer Society Conference on Computer Vision and Pattern Recognition, 1991


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