2024

ParaFIND: Parameter Field Inference on Non-Uniform Domains using Neural Network

Masmoudi et al. NeurIPS Workshop 2024

Mechanics-Informed Autoencoder Enables Automated Detection and Localization of Unforeseen Structural Damage

Li et al. Nature Communications 2024

Turbidity assessment in coastal regions combining machine learning, numerical modeling, and remote sensing

Memari et al. Journal of Hydroinformatics 2024

Fairness and Bias Mitigation in Computer Vision: A Survey

Dehdashtian et al. arXiv 2024

AutoFHE: Automated Adaption of CNNs for Efficient Evaluation over FHE

Ao and Boddeti, USENIX Security Symposium 2024

Action Reimagined: Text-to-Pose Video Editing for Dynamic Human Actions

Wang et al. arXiv 2024

A Deep Learning Framework for Three Dimensional Shape Reconstruction from Phaseless Acoustic Scattering Far-field Data

Dikbayir et al. arXiv 2024

Utility-Fairness Trade-Offs and How to Find Them

Dehdashtian et al. CVPR 2024

CoLa-SDF: Controllable Latent StyleSDF for Disentangled 3D Face Generation

Dey et al. CVPRW 2024

The Dark Side of Dataset Scaling: Evaluating Racial Classification in Multimodal Models

Birhane et al. FAccT 2024

Estimating field parameters in multiphysics governing equations from scarce observations

Li et al. ICLRW 2024

FairerCLIP: Debiasing CLIP's Zero-Shot Predictions using Functions in RKHSs

Dehdashtian et al. ICLR 2024

Enhancing Privacy in Face Analytics Using Fully Homomorphic Encryption

Yalavarthi et al. FG 2024

2023

Into the LAION’s Den: Investigating Hate in Multimodal Datasets

Birhane et al. NeurIPS (D&B) 2023

Fully Homomorphic Encryption Operators for Score and Decision Fusion in Biometric Identification

Sharma et al. WIFS 2023

On Hate Scaling Laws For Data-Swamps

Birhane et al. ArXiv 2023

Towards Transmission-friendly and Robust CNN Models over Cloud and Device

Ding et al. TMC 2023 (2024 IEEE-CCF Cloud Computing Best Paper Award)

Discovering Adaptable Symbolic Algorithms from Scratch

Kelly et al. IROS 2023 (Best Paper Award Finalist)

On the Biometric Capacity of Generative Face Models

Boddeti et al. IJCB 2023

Physics Informed Neural Network for Dynamic Stress Prediction

Bolandi et al. Applied Intelligence 2023

Spurious Correlations and Where to Find Them

Sreekumar and Boddeti SCIS (ICMLW) 2023

Heat-Assisted Detection and Ranging

Bao et al. Nature 2023 (Cover of Nature)

MOAZ: A Multi-Objective AutoML-Zero Framework

Guha et al. GECCO 2023

Seed Feature Maps-based CNN Models for LEO Satellite Remote Sensing Services

Lu et al. ICWS 2023

ProTéGé: Untrimmed Pretraining for Video Temporal Grounding by Video Temporal Grounding

Wang et al. CVPR 2023

Mitigating Task Interference in Multi-Task Learning via Explicit Task Routing with Non-Learnable Primitives

Ding et al. CVPR 2023

Revisiting Residual Networks for Adversarial Robustness

Huang et al. CVPR 2023

TFormer: A Transmission-Friendly ViT Model for IoT Devices

Lu et al. TPDS 2023

Neuro-DynaStress: Predicting Dynamic Stress Distributions in Structural Components

Bolandi et al. Arxiv 2023

2022

On Characterizing the Trade-off in Invariant Representation Learning

Sadeghi et al. TMLR 2022 (Featured Certification, Outstanding Certification Finalist)

NeuralSI: Structural Parameter Identification in Nonlinear Dynamical Systems

Li et al. ECCVW 2022

Deep learning paradigm for prediction of stress distribution in damaged structural components with stress concentrations

Bolandi et al. AES 2022

HEFT: Homomorphically Encrypted Fusion of Biometric Templates

Sperling et al. IJCB 2022 (Oral, Best Student Paper Award)

Methods For The Rapid Detection Of Boundary Condition Variations in Structural Systems

Xuyang et al. SMASIS 2022 (Oral, Student Best Paper Award)

Bridging Finite Element and Deep Learning: High-Resolution Stress Distribution Prediction in Structural Components

Bolandi et al. FSCE 2022

Do learned representations respect causal relationships?

Wang et al. CVPR 2022

Generating Diverse 3D Reconstructions from a Single Occluded Face Image

Dey et al. CVPR 2022

HERS: Homomorphically Encrypted Representation Search

Engelsma et al. TBIOM 2022 (TBIOM Best Student Paper Award 2023, Trustworthy Biometrics Special Issue)

3DFaceFill: An Analysis-By-Synthesis Approach to Face Completion

Dey et al. WACV 2022

2021

Spatially-Adaptive Image Restoration using Distortion-Guided Networks

Purohit et al. ICCV 2021

Adversarial Representation Learning With Closed-Form Solvers

Sadeghi et al. ECML-PKDD 2021

Multi-objective Coevolution and Decision-making for Cooperative and Competitive Environments

Suresh et al. CEC 2021

Neural Architecture Transfer

Lu et al. TPAMI 2021 (AutoML Special Issue)

Towards Multi-objective Co-evolutionary Problem Solving

Suresh et al. EMO 2021

2020

Multi-Objective Evolutionary Design of Deep Convolutional Neural Networks for Image Classification

Lu et al. TEVC 2020

NSGANetV2:Evolutionary Multi-Objective Surrogate-Assisted Neural Architecture Search

Lu et al. ECCV 2020 (Oral)

NSGA-Net: Neural Architecture Search using Multi-Objective Genetic Algorithm (Extended Abstract)

Lu et al. IJCAI 2020

Imparting Fairness to Pre-Trained Biased Representations

Sadeghi et al. CVPRW 2020

Adversarial Representation Learning With Closed-Form Solvers

Sadeghi et al. CVPRW 2020

MUXConv: Information Multiplexing in Convolutional Neural Networks

Lu et al. CVPR 2020

2019

On the Global Optima of Kernelized Adversarial Representation Learning

Sadeghi et al. ICCV 2019

NSGA-NET: Neural Architecture Search using Multi-Objective Genetic Algorithm

Lu et al. GECCO 2019 (Oral, EML Best Paper Award)

On the Intrinsic Dimensionality of Image Representations

Gong et al. CVPR 2019

Mitigating Information Leakage in Image Representations: A Maximum Entropy Approach

Roy et al. CVPR 2019 (Oral)

Constrained Sampling: Optimum Reconstruction in Subspace with Minimax Regret Constraint

Sadeghi et al. TSP 2019

2018

RankGAN: A Maximum Margin Ranking GAN for Generating Faces

Dey et al. ACCV 2018 (Oral, Best Student Paper Award)

Secure Face Matching Using Fully Homomorphic Encryption

Boddeti BTAS 2018 (Oral)

Perturbative Neural Networks

Juefei-Xu et al. CVPR 2018

Synthesizing a Scene-Specific Pedestrian Detector and Pose Estimator for Static Video Surveillance

Hattori et al. IJCV 2018

Efficient K-Shot Learning with Regularized Deep Networks

Yoo et al. AAAI 2018

2017

On the Capacity of Face Representation

Gong et al. Arxiv 2017

Local Binary Convolutional Neural Networks

Juefei-Xu et al. CVPR 2017 (Spotlight Oral)

Face Alignment Robust to Pose, Expressions and Occlusions

Boddeti et al. Arxiv 2017

Gang of GANs: Generative Adversarial Networks with Maximum Margin Ranking

Juefei-Xu et al. Arxiv 2017

Privacy-Preserving Visual Learning Using Doubly Permuted Homomorphic Encryption

Yonetani et al. ICCV 2017

Emergence of Selective Invariance in Hierarchical Feed Forward Networks

Pal et al. Arxiv 2017

2016

Gesture-based Bootstrapping for Egocentric Hand Segmentation

Zhang et al. Arxiv 2016

In Teacher We Trust: Learning Compressed Models for Pedestrian Detection

Shen et al. Arxiv 2016

Stacked correlation filters for biometric verification

Smereka et al. ICASSP 2016

2015

Probabilistic deformation models for challenging periocular image verification

Smereka et al. TIFS 2015

Zero-Aliasing Correlation Filters for Object Recognition

Fernandez et al. TPAMI 2015

Learning scene-specific pedestrian detectors without real data

Hattori et al. CVPR 2015

Face Alignment Refinement

Zeng et al. WACV 2015

2014 and earlier

3D Pose-by-Detection of Vehicles via Discriminatively Reduced Ensembles of Correlation Filters

Movshovitz-Attias et al. BMVC 2014

Maximum margin vector correlation filter

Boddeti et al. Arxiv 2014

Maximum-margin coupled mappings for cross-domain matching

Siena et al. BTAS 2013 (Oral, Best Paper Award)

A framework for binding and retrieving class-specific information to and from image patterns using correlation filters

Boddeti et al. TPAMI 2013

Correlation Filters for Object Alignment

Boddeti et al. CVPR 2013

Maximum Margin Correlation Filter: A new approach for localization and classification

Rodriguez et al. TIP 2013

Coupled marginal fisher analysis for low-resolution face recognition

Siena et al. ECCVW 2012

Rainmon: an integrated approach to mining bursty timeseries monitoring data

Shafer et al. KDD 2012 (Oral)

Matching highly non-ideal ocular images: An information fusion approach

Ross et al. ICB 2012 (Oral)

Improved Iris Segmentation based on Local Texture Statistics

Boddeti et al. Asilomar 2011

A comparative evaluation of iris and ocular recognition methods on challenging ocular images

Boddeti et al. IJCB 2011 (Oral)

Extended-depth-of-field iris recognition using unrestored wavefront-coded imagery

Boddeti et al. TSMC-A 2010

A biometric key-binding and template protection framework using correlation filters

Boddeti et al. ICB 2009

Extended Depth of Field Iris Recognition with Correlation Filters

Boddeti et al. BTAS 2008 (Oral)