Improving Generalization and Robustness with Noisy Collaboration in Knowledge Distillation. - Elahe Arani; Fahad Sarfraz; Bahram Zonooz (CoRR, 2019)

Adversarial Concurrent Training: Optimizing Robustness and Accuracy Trade-off of Deep Neural Networks. - Elahe Arani; Fahad Sarfraz; Bahram Zonooz (BMVC, 2020)

Knowledge Distillation Beyond Model Compression. - Fahad Sarfraz; Elahe Arani; Bahram Zonooz (ICPR, 2020)

Crowdsourced 3D Mapping: A Combined Multi-View Geometry and Self-Supervised Learning Approach. - Hemang Chawla; Matti Jukola; Terence Brouns; Elahe Arani; Bahram Zonooz (IROS, 2020)

Monocular Vision based Crowdsourced 3D Traffic Sign Positioning with Unknown Camera Intrinsics and Distortion Coefficients. - Hemang Chawla; Matti Jukola; Elahe Arani; Bahram Zonooz (ITSC, 2020)

Highlighting the Importance of Reducing Research Bias and Carbon Emissions in CNNs. - Ahmed Badar; Arnav Varma; Adrian Staniec; Mahmoud Gamal; Omar Magdy; Haris Iqbal; Elahe Arani; Bahram Zonooz (AI*IA, 2021)

Distill on the Go: Online Knowledge Distillation in Self-Supervised Learning. - Prashant Shivaram Bhat; Elahe Arani; Bahram Zonooz (CVPR Workshops, 2021)

Perceptual Loss for Robust Unsupervised Homography Estimation. - Daniel Koguciuk; Elahe Arani; Bahram Zonooz (CVPR Workshops, 2021)

Improving the Efficiency of Transformers for Resource-Constrained Devices. - Hamid Tabani; Ajay Balasubramaniam; Shabbir Marzban; Elahe Arani; Bahram Zonooz (DSD, 2021)

UniNet: A Unified Scene Understanding Network and Exploring Multi-Task Relationships through the Lens of Adversarial Attacks. - NareshKumar Gurulingan; Elahe Arani; Bahram Zonooz (ICCVW, 2021)

Multimodal Scale Consistency and Awareness for Monocular Self-Supervised Depth Estimation. - Hemang Chawla; Arnav Varma; Elahe Arani; Bahram Zonooz (ICRA, 2021)

Practical Auto-calibration for Spatial Scene-understanding from Crowdsourced Dashcamera Videos. - Hemang Chawla; Matti Jukola; Shabbir Marzban; Elahe Arani; Bahram Zonooz (VISIGRAPP (5: VISAPP), 2021)

RGPNet: A Real-Time General Purpose Semantic Segmentation. - Elahe Arani; Shabbir Marzban; Andrei Pata; Bahram Zonooz (WACV, 2021)

Noise as a Resource for Learning in Knowledge Distillation. - Elahe Arani; Fahad Sarfraz; Bahram Zonooz (WACV, 2021)

Noisy Concurrent Training for Efficient Learning under Label Noise. - Fahad Sarfraz; Elahe Arani; Bahram Zonooz (WACV, 2021)

Challenges and Obstacles Towards Deploying Deep Learning Models on Mobile Devices. - Hamid Tabani; Ajay Balasubramaniam; Elahe Arani; Bahram Zonooz (CoRR, 2021)

AI Driven Road Maintenance Inspection. - Ratnajit Mukherjee; Haris Iqbal; Shabbir Marzban; Ahmed Badar; Terence Brouns; Shruthi Gowda; Elahe Arani; Bahram Zonooz (CoRR, 2021)

Does Thermal data make the detection systems more reliable? - Shruthi Gowda; Bahram Zonooz; Elahe Arani (CoRR, 2021)

Task Agnostic Representation Consolidation: a Self-supervised based Continual Learning Approach. - Prashant Shivaram Bhat; Bahram Zonooz; Elahe Arani (CoLLAs, 2022)

Consistency is the Key to Further Mitigating Catastrophic Forgetting in Continual Learning. - Prashant Shivaram Bhat; Bahram Zonooz; Elahe Arani (CoLLAs, 2022)

InBiaseD: Inductive Bias Distillation to Improve Generalization and Robustness through Shape-awareness. - Shruthi Gowda; Bahram Zonooz; Elahe Arani (CoLLAs, 2022)

Curbing Task Interference using Representation Similarity-Guided Multi-Task Feature Sharing. - NareshKumar Gurulingan; Elahe Arani; Bahram Zonooz (CoLLAs, 2022)

Differencing based Self-supervised pretraining for Scene Change Detection. - Vijaya Raghavan T. Ramkumar; Elahe Arani; Bahram Zonooz (CoLLAs, 2022)

SYNERgy between SYNaptic Consolidation and Experience Replay for General Continual Learning. - Fahad Sarfraz; Elahe Arani; Bahram Zonooz (CoLLAs, 2022)

Transformers in Unsupervised Structure-from-Motion. - Hemang Chawla; Arnav Varma; Elahe Arani; Bahram Zonooz (VISIGRAPP (Revised Selected Papers), 2022)

Learning Fast, Learning Slow: A General Continual Learning Method based on Complementary Learning System. - Elahe Arani; Fahad Sarfraz; Bahram Zonooz (ICLR, 2022)

Adversarial Attacks on Monocular Pose Estimation. - Hemang Chawla; Arnav Varma; Elahe Arani; Bahram Zonooz (IROS, 2022)

A Comprehensive Study of Vision Transformers on Dense Prediction Tasks. - Kishaan Jeeveswaran; Senthilkumar Kathiresan; Arnav Varma; Omar Magdy; Bahram Zonooz; Elahe Arani (VISIGRAPP (4: VISAPP), 2022)

Transformers in Self-Supervised Monocular Depth Estimation with Unknown Camera Intrinsics. - Arnav Varma; Hemang Chawla; Bahram Zonooz; Elahe Arani (VISIGRAPP (4: VISAPP), 2022)

AI-Driven Road Maintenance Inspection v2: Reducing Data Dependency & Quantifying Road Damage. - Haris Iqbal; Hemang Chawla; Arnav Varma; Terence Brouns; Ahmed Badar; Elahe Arani; Bahram Zonooz (CoRR, 2022)

A Comprehensive Study of Real-Time Object Detection Networks Across Multiple Domains: A Survey. - Elahe Arani; Shruthi Gowda; Ratnajit Mukherjee; Omar Magdy; Senthilkumar Kathiresan; Bahram Zonooz (Trans. Mach. Learn. Res., 2022)

Sparse Coding in a Dual Memory System for Lifelong Learning. - Fahad Sarfraz; Elahe Arani; Bahram Zonooz (AAAI, 2023)

LSFSL: Leveraging Shape Information in Few-shot Learning. - Deepan Chakravarthi Padmanabhan; Shruthi Gowda; Elahe Arani; Bahram Zonooz (CVPR Workshops, 2023)

SAFEXPLAIN: Safe and Explainable Critical Embedded Systems Based on AI. - Jaume Abella 001; Jon Pérez 001; Cristofer Englund; Bahram Zonooz; Gabriele Giordana; Carlo Donzella; Francisco J. Cazorla; Enrico Mezzetti; Isabel Serra; Axel Brando; Irune Agirre; Fernando Eizaguirre; et al. (DATE, 2023)

Task-Aware Information Routing from Common Representation Space in Lifelong Learning. - Prashant Shivaram Bhat; Bahram Zonooz; Elahe Arani (ICLR, 2023)

Error Sensitivity Modulation based Experience Replay: Mitigating Abrupt Representation Drift in Continual Learning. - Fahad Sarfraz; Elahe Arani; Bahram Zonooz (ICLR, 2023)

Multi-Task Structural Learning using Local Task Similarity induced Neuron Creation and Removal. - NareshKumar Gurulingan; Bahram Zonooz; Elahe Arani (ICML, 2023)

BiRT: Bio-inspired Replay in Vision Transformers for Continual Learning. - Kishaan Jeeveswaran; Prashant Shivaram Bhat; Bahram Zonooz; Elahe Arani (ICML, 2023)

Image Masking for Robust Self-Supervised Monocular Depth Estimation. - Hemang Chawla; Kishaan Jeeveswaran; Elahe Arani; Bahram Zonooz (ICRA, 2023)

TriRE: A Multi-Mechanism Learning Paradigm for Continual Knowledge Retention and Promotion. - Preetha Vijayan; Prashant Shivaram Bhat; Bahram Zonooz; Elahe Arani (NeurIPS, 2023)

Dynamically Modular and Sparse General Continual Learning. - Arnav Varma; Elahe Arani; Bahram Zonooz (VISIGRAPP (5: VISAPP), 2023)

Towards Brain Inspired Design for Addressing the Shortcomings of ANNs. - Fahad Sarfraz; Elahe Arani; Bahram Zonooz (CoRR, 2023)

Dual Cognitive Architecture: Incorporating Biases and Multi-Memory Systems for Lifelong Learning. - Shruthi Gowda; Bahram Zonooz; Elahe Arani (Trans. Mach. Learn. Res., 2023)

Learn, Unlearn and Relearn: An Online Learning Paradigm for Deep Neural Networks. - Vijaya Raghavan T. Ramkumar; Elahe Arani; Bahram Zonooz (Trans. Mach. Learn. Res., 2023)

A Study of Biologically Plausible Neural Network: The Role and Interactions of Brain-Inspired Mechanisms in Continual Learning. - Fahad Sarfraz; Elahe Arani; Bahram Zonooz (Trans. Mach. Learn. Res., 2023)

Mitigating Interference in the Knowledge Continuum through Attention-Guided Incremental Learning. - Prashant Shivaram Bhat; Bharath Chennamkulam Renjith; Elahe Arani; Bahram Zonooz (CoLLAs, 2024)

Beyond Unimodal Learning: The Importance of Integrating Multiple Modalities for Lifelong Learning. - Fahad Sarfraz; Bahram Zonooz; Elahe Arani (CoLLAs, 2024)

Conserve-Update-Revise to Cure Generalization and Robustness Trade-off in Adversarial Training. - Shruthi Gowda; Bahram Zonooz; Elahe Arani (ICLR, 2024)

The Effectiveness of Random Forgetting for Robust Generalization. - Vijaya Raghavan T. Ramkumar; Bahram Zonooz; Elahe Arani (ICLR, 2024)

Gradual Divergence for Seamless Adaptation: A Novel Domain Incremental Learning Method. - Kishaan Jeeveswaran; Elahe Arani; Bahram Zonooz (ICML, 2024)

Dynamic Neural Regeneration: Enhancing Deep Learning Generalization on Small Datasets. - Vijaya Raghavan T. Ramkumar; Elahe Arani; Bahram Zonooz (NeurIPS, 2024)

Continual Learning of Unsupervised Monocular Depth from Videos. - Hemang Chawla; Arnav Varma; Elahe Arani; Bahram Zonooz (WACV, 2024)

Can We Break Free from Strong Data Augmentations in Self-Supervised Learning? - Shruthi Gowda; Elahe Arani; Bahram Zonooz (CoRR, 2024)

Enhancing performance of vision transformers on small datasets through local inductive bias incorporation. - Ibrahim Batuhan Akkaya; Senthilkumar Kathiresan; Elahe Arani; Bahram Zonooz (Pattern Recognit., 2024)

IMEX-Reg: Implicit-Explicit Regularization in the Function Space for Continual Learning. - Prashant Shivaram Bhat; Bharath Renjith; Elahe Arani; Bahram Zonooz (Trans. Mach. Learn. Res., 2024)

Semantic Aware Representation Learning for Lifelong Learning. - Fahad Sarfraz; Elahe Arani; Bahram Zonooz (ICLR, 2025)

Parameter Efficient Continual Learning with Dynamic Low-Rank Adaptation. - Prashant Shivaram Bhat; Shakib Yazdani; Elahe Arani; Bahram Zonooz (CoRR, 2025)

Continual Learning Beyond Experience Rehearsal and Full Model Surrogates. - Prashant Shivaram Bhat; Laurens Niesten; Elahe Arani; Bahram Zonooz (CoRR, 2025)

Depth3DLane: Fusing Monocular 3D Lane Detection with Self-Supervised Monocular Depth Estimation. - Max van den Hoven; Kishaan Jeeveswaran; Pieter Piscaer; Thijs Wensveen; Elahe Arani; Bahram Zonooz (CoRR, 2025)