Elahe Arani

Publication Activity (10 Years)

Years Active: 2019-2024
Publications (10 Years): 97

Top Topics

Lifelong Learning

Scene Understanding

Biologically Plausible

Top Venues

Trans. Mach. Learn. Res.

Publications

Vijaya Raghavan T. Ramkumar, Bahram Zonooz, Elahe Arani
The Effectiveness of Random Forgetting for Robust Generalization. ICLR (2024)
Fahad Sarfraz, Bahram Zonooz, Elahe Arani
Beyond Unimodal Learning: The Importance of Integrating Multiple Modalities for Lifelong Learning. CoRR (2024)
Shruthi Gowda, Bahram Zonooz, Elahe Arani
Conserve-Update-Revise to Cure Generalization and Robustness Trade-off in Adversarial Training. ICLR (2024)
Katrin Renz, Long Chen, Ana-Maria Marcu, Jan Hünermann, Benoît Hanotte, Alice Karnsund, Jamie Shotton, Elahe Arani, Oleg Sinavski
CarLLaVA: Vision language models for camera-only closed-loop driving. CoRR (2024)
Hemang Chawla, Arnav Varma, Elahe Arani, Bahram Zonooz
Continual Learning of Unsupervised Monocular Depth from Videos. WACV (2024)
Ibrahim Batuhan Akkaya, Senthilkumar Kathiresan, Elahe Arani, Bahram Zonooz
Enhancing performance of vision transformers on small datasets through local inductive bias incorporation. Pattern Recognit. 153 (2024)
Prashant Shivaram Bhat, Bharath Renjith, Elahe Arani, Bahram Zonooz
IMEX-Reg: Implicit-Explicit Regularization in the Function Space for Continual Learning. Trans. Mach. Learn. Res. 2024 (2024)
Prashant Shivaram Bhat, Bharath Renjith, Elahe Arani, Bahram Zonooz
IMEX-Reg: Implicit-Explicit Regularization in the Function Space for Continual Learning. CoRR (2024)
Shruthi Gowda, Elahe Arani, Bahram Zonooz
Can We Break Free from Strong Data Augmentations in Self-Supervised Learning? CoRR (2024)
Prashant Shivaram Bhat, Bharath Renjith, Elahe Arani, Bahram Zonooz
Mitigating Interference in the Knowledge Continuum through Attention-Guided Incremental Learning. CoRR (2024)
Vijaya Raghavan T. Ramkumar, Bahram Zonooz, Elahe Arani
The Effectiveness of Random Forgetting for Robust Generalization. CoRR (2024)
Shruthi Gowda, Bahram Zonooz, Elahe Arani
Conserve-Update-Revise to Cure Generalization and Robustness Trade-off in Adversarial Training. CoRR (2024)
Kishaan Jeeveswaran, Elahe Arani, Bahram Zonooz
Gradual Divergence for Seamless Adaptation: A Novel Domain Incremental Learning Method. CoRR (2024)
Fahad Sarfraz, Elahe Arani, Bahram Zonooz
Sparse Coding in a Dual Memory System for Lifelong Learning. CoRR (2023)
Kishaan Jeeveswaran, Prashant Shivaram Bhat, Bahram Zonooz, Elahe Arani
BiRT: Bio-inspired Replay in Vision Transformers for Continual Learning. ICML (2023)
Ibrahim Batuhan Akkaya, Senthilkumar Kathiresan, Elahe Arani, Bahram Zonooz
Enhancing Performance of Vision Transformers on Small Datasets through Local Inductive Bias Incorporation. CoRR (2023)
Fahad Sarfraz, Elahe Arani, Bahram Zonooz
Sparse Coding in a Dual Memory System for Lifelong Learning. AAAI (2023)
Fahad Sarfraz, Elahe Arani, Bahram Zonooz
Error Sensitivity Modulation based Experience Replay: Mitigating Abrupt Representation Drift in Continual Learning. CoRR (2023)
Fahad Sarfraz, Elahe Arani, Bahram Zonooz
A Study of Biologically Plausible Neural Network: The Role and Interactions of Brain-Inspired Mechanisms in Continual Learning. CoRR (2023)
Deepan Chakravarthi Padmanabhan, Shruthi Gowda, Elahe Arani, Bahram Zonooz
LSFSL: Leveraging Shape Information in Few-shot Learning. CoRR (2023)
Kishaan Jeeveswaran, Prashant Shivaram Bhat, Bahram Zonooz, Elahe Arani
BiRT: Bio-inspired Replay in Vision Transformers for Continual Learning. CoRR (2023)
Deepan Chakravarthi Padmanabhan, Shruthi Gowda, Elahe Arani, Bahram Zonooz
LSFSL: Leveraging Shape Information in Few-shot Learning. CVPR Workshops (2023)
Shruthi Gowda, Bahram Zonooz, Elahe Arani
Dual Cognitive Architecture: Incorporating Biases and Multi-Memory Systems for Lifelong Learning. Trans. Mach. Learn. Res. 2023 (2023)
Arnav Varma, Elahe Arani, Bahram Zonooz
Dynamically Modular and Sparse General Continual Learning. CoRR (2023)
Shruthi Gowda, Bahram Zonooz, Elahe Arani
Dual Cognitive Architecture: Incorporating Biases and Multi-Memory Systems for Lifelong Learning. CoRR (2023)
NareshKumar Gurulingan, Bahram Zonooz, Elahe Arani
Multi-Task Structural Learning using Local Task Similarity induced Neuron Creation and Removal. CoRR (2023)
Fahad Sarfraz, Elahe Arani, Bahram Zonooz
Towards Brain Inspired Design for Addressing the Shortcomings of ANNs. CoRR (2023)
Vijaya Raghavan T. Ramkumar, Elahe Arani, Bahram Zonooz
Learn, Unlearn and Relearn: An Online Learning Paradigm for Deep Neural Networks. Trans. Mach. Learn. Res. 2023 (2023)
Jaume Abella, Jon Pérez, Cristofer Englund, Bahram Zonooz, Gabriele Giordana, Carlo Donzella, Francisco J. Cazorla, Enrico Mezzetti, Isabel Serra, Axel Brando, Irune Agirre, Fernando Eizaguirre, Thanh Hai Bui, Elahe Arani, Fahad Sarfraz, Ajay Balasubramaniam, Ahmed Badar, Ilaria Bloise, Lorenzo Feruglio, Ilaria Cinelli, Davide Brighenti, Davide Cunial
SAFEXPLAIN: Safe and Explainable Critical Embedded Systems Based on AI. DATE (2023)
Fahad Sarfraz, Elahe Arani, Bahram Zonooz
A Study of Biologically Plausible Neural Network: The Role and Interactions of Brain-Inspired Mechanisms in Continual Learning. Trans. Mach. Learn. Res. 2023 (2023)
NareshKumar Gurulingan, Bahram Zonooz, Elahe Arani
Multi-Task Structural Learning using Local Task Similarity induced Neuron Creation and Removal. ICML (2023)
Vijaya Raghavan T. Ramkumar, Elahe Arani, Bahram Zonooz
Learn, Unlearn and Relearn: An Online Learning Paradigm for Deep Neural Networks. CoRR (2023)
Preetha Vijayan, Prashant Shivaram Bhat, Elahe Arani, Bahram Zonooz
TriRE: A Multi-Mechanism Learning Paradigm for Continual Knowledge Retention and Promotion. CoRR (2023)
Hemang Chawla, Kishaan Jeeveswaran, Elahe Arani, Bahram Zonooz
Image Masking for Robust Self-Supervised Monocular Depth Estimation. ICRA (2023)
Fahad Sarfraz, Elahe Arani, Bahram Zonooz
Error Sensitivity Modulation based Experience Replay: Mitigating Abrupt Representation Drift in Continual Learning. ICLR (2023)
Hemang Chawla, Arnav Varma, Elahe Arani, Bahram Zonooz
Continual Learning of Unsupervised Monocular Depth from Videos. CoRR (2023)
Prashant Shivaram Bhat, Bahram Zonooz, Elahe Arani
Task-Aware Information Routing from Common Representation Space in Lifelong Learning. CoRR (2023)
Preetha Vijayan, Prashant Shivaram Bhat, Bahram Zonooz, Elahe Arani
TriRE: A Multi-Mechanism Learning Paradigm for Continual Knowledge Retention and Promotion. NeurIPS (2023)
Hemang Chawla, Arnav Varma, Elahe Arani, Bahram Zonooz
Transformers in Unsupervised Structure-from-Motion. CoRR (2023)
Prashant Shivaram Bhat, Bahram Zonooz, Elahe Arani
Task-Aware Information Routing from Common Representation Space in Lifelong Learning. ICLR (2023)
Arnav Varma, Elahe Arani, Bahram Zonooz
Dynamically Modular and Sparse General Continual Learning. VISIGRAPP (5: VISAPP) (2023)
Elahe Arani, Shruthi Gowda, Ratnajit Mukherjee, Omar Magdy, Senthilkumar Kathiresan, Bahram Zonooz
A Comprehensive Study of Real-Time Object Detection Networks Across Multiple Domains: A Survey. CoRR (2022)
NareshKumar Gurulingan, Elahe Arani, Bahram Zonooz
Curbing Task Interference using Representation Similarity-Guided Multi-Task Feature Sharing. CoLLAs (2022)
Vijaya Raghavan T. Ramkumar, Elahe Arani, Bahram Zonooz
Differencing based Self-supervised pretraining for Scene Change Detection. CoRR (2022)
Kishaan Jeeveswaran, Senthilkumar Kathiresan, Arnav Varma, Omar Magdy, Bahram Zonooz, Elahe Arani
A Comprehensive Study of Vision Transformers on Dense Prediction Tasks. CoRR (2022)
Hemang Chawla, Kishaan Jeeveswaran, Elahe Arani, Bahram Zonooz
Image Masking for Robust Self-Supervised Monocular Depth Estimation. CoRR (2022)
Elahe Arani, Fahad Sarfraz, Bahram Zonooz
Learning Fast, Learning Slow: A General Continual Learning Method based on Complementary Learning System. CoRR (2022)
Arnav Varma, Hemang Chawla, Bahram Zonooz, Elahe Arani
Transformers in Self-Supervised Monocular Depth Estimation with Unknown Camera Intrinsics. VISIGRAPP (4: VISAPP) (2022)
Arnav Varma, Hemang Chawla, Bahram Zonooz, Elahe Arani
Transformers in Self-Supervised Monocular Depth Estimation with Unknown Camera Intrinsics. CoRR (2022)
Fahad Sarfraz, Elahe Arani, Bahram Zonooz
SYNERgy between SYNaptic consolidation and Experience Replay for general continual learning. CoRR (2022)
Vijaya Raghavan T. Ramkumar, Elahe Arani, Bahram Zonooz
Differencing based Self-supervised pretraining for Scene Change Detection. CoLLAs (2022)
Hemang Chawla, Arnav Varma, Elahe Arani, Bahram Zonooz
Adversarial Attacks on Monocular Pose Estimation. CoRR (2022)
Shruthi Gowda, Bahram Zonooz, Elahe Arani
InBiaseD: Inductive Bias Distillation to Improve Generalization and Robustness through Shape-awareness. CoLLAs (2022)
Prashant Bhat, Bahram Zonooz, Elahe Arani
Consistency is the key to further mitigating catastrophic forgetting in continual learning. CoRR (2022)
Prashant Shivaram Bhat, Bahram Zonooz, Elahe Arani
Consistency is the Key to Further Mitigating Catastrophic Forgetting in Continual Learning. CoLLAs (2022)
Prashant Shivaram Bhat, Bahram Zonooz, Elahe Arani
Task Agnostic Representation Consolidation: a Self-supervised based Continual Learning Approach. CoLLAs (2022)
Kishaan Jeeveswaran, Senthilkumar Kathiresan, Arnav Varma, Omar Magdy, Bahram Zonooz, Elahe Arani
A Comprehensive Study of Vision Transformers on Dense Prediction Tasks. VISIGRAPP (4: VISAPP) (2022)
Fahad Sarfraz, Elahe Arani, Bahram Zonooz
SYNERgy between SYNaptic Consolidation and Experience Replay for General Continual Learning. CoLLAs (2022)
NareshKumar Gurulingan, Elahe Arani, Bahram Zonooz
Curbing Task Interference using Representation Similarity-Guided Multi-Task Feature Sharing. CoRR (2022)
Elahe Arani, Fahad Sarfraz, Bahram Zonooz
Learning Fast, Learning Slow: A General Continual Learning Method based on Complementary Learning System. ICLR (2022)
Shruthi Gowda, Bahram Zonooz, Elahe Arani
InBiaseD: Inductive Bias Distillation to Improve Generalization and Robustness through Shape-awareness. CoRR (2022)
Hemang Chawla, Arnav Varma, Elahe Arani, Bahram Zonooz
Adversarial Attacks on Monocular Pose Estimation. IROS (2022)
Hemang Chawla, Arnav Varma, Elahe Arani, Bahram Zonooz
Transformers in Unsupervised Structure-from-Motion. VISIGRAPP (Revised Selected Papers) (2022)
Haris Iqbal, Hemang Chawla, Arnav Varma, Terence Brouns, Ahmed Badar, Elahe Arani, Bahram Zonooz
AI-Driven Road Maintenance Inspection v2: Reducing Data Dependency & Quantifying Road Damage. CoRR (2022)
Elahe Arani, Shruthi Gowda, Ratnajit Mukherjee, Omar Magdy, Senthilkumar Kathiresan, Bahram Zonooz
A Comprehensive Study of Real-Time Object Detection Networks Across Multiple Domains: A Survey. Trans. Mach. Learn. Res. 2022 (2022)
Prashant Bhat, Bahram Zonooz, Elahe Arani
Task Agnostic Representation Consolidation: a Self-supervised based Continual Learning Approach. CoRR (2022)
Hemang Chawla, Arnav Varma, Elahe Arani, Bahram Zonooz
Multimodal Scale Consistency and Awareness for Monocular Self-Supervised Depth Estimation. CoRR (2021)
Daniel Koguciuk, Elahe Arani, Bahram Zonooz
Perceptual Loss for Robust Unsupervised Homography Estimation. CoRR (2021)
Prashant Bhat, Elahe Arani, Bahram Zonooz
Distill on the Go: Online knowledge distillation in self-supervised learning. CoRR (2021)
Ahmed Badar, Arnav Varma, Adrian Staniec, Mahmoud Gamal, Omar Magdy, Haris Iqbal, Elahe Arani, Bahram Zonooz
Highlighting the Importance of Reducing Research Bias and Carbon Emissions in CNNs. CoRR (2021)
Prashant Bhat, Elahe Arani, Bahram Zonooz
Distill on the Go: Online Knowledge Distillation in Self-Supervised Learning. CVPR Workshops (2021)
Ahmed Badar, Arnav Varma, Adrian Staniec, Mahmoud Gamal, Omar Magdy, Haris Iqbal, Elahe Arani, Bahram Zonooz
Highlighting the Importance of Reducing Research Bias and Carbon Emissions in CNNs. AI*IA (2021)
Hamid Tabani, Ajay Balasubramaniam, Shabbir Marzban, Elahe Arani, Bahram Zonooz
Improving the Efficiency of Transformers for Resource-Constrained Devices. CoRR (2021)
Elahe Arani, Shabbir Marzban, Andrei Pata, Bahram Zonooz
RGPNet: A Real-Time General Purpose Semantic Segmentation. WACV (2021)
Hemang Chawla, Arnav Varma, Elahe Arani, Bahram Zonooz
Multimodal Scale Consistency and Awareness for Monocular Self-Supervised Depth Estimation. ICRA (2021)
Daniel Koguciuk, Elahe Arani, Bahram Zonooz
Perceptual Loss for Robust Unsupervised Homography Estimation. CVPR Workshops (2021)
Hamid Tabani, Ajay Balasubramaniam, Elahe Arani, Bahram Zonooz
Challenges and Obstacles Towards Deploying Deep Learning Models on Mobile Devices. CoRR (2021)
NareshKumar Gurulingan, Elahe Arani, Bahram Zonooz
UniNet: A Unified Scene Understanding Network and Exploring Multi-Task Relationships through the Lens of Adversarial Attacks. CoRR (2021)
Ratnajit Mukherjee, Haris Iqbal, Shabbir Marzban, Ahmed Badar, Terence Brouns, Shruthi Gowda, Elahe Arani, Bahram Zonooz
AI Driven Road Maintenance Inspection. CoRR (2021)
Elahe Arani, Fahad Sarfraz, Bahram Zonooz
Noise as a Resource for Learning in Knowledge Distillation. WACV (2021)
Fahad Sarfraz, Elahe Arani, Bahram Zonooz
Noisy Concurrent Training for Efficient Learning under Label Noise. WACV (2021)
NareshKumar Gurulingan, Elahe Arani, Bahram Zonooz
UniNet: A Unified Scene Understanding Network and Exploring Multi-Task Relationships through the Lens of Adversarial Attacks. ICCVW (2021)
Shruthi Gowda, Bahram Zonooz, Elahe Arani
Does Thermal data make the detection systems more reliable? CoRR (2021)
Hemang Chawla, Matti Jukola, Shabbir Marzban, Elahe Arani, Bahram Zonooz
Practical Auto-calibration for Spatial Scene-understanding from Crowdsourced Dashcamera Videos. VISIGRAPP (5: VISAPP) (2021)
Hamid Tabani, Ajay Balasubramaniam, Shabbir Marzban, Elahe Arani, Bahram Zonooz
Improving the Efficiency of Transformers for Resource-Constrained Devices. DSD (2021)
Hemang Chawla, Matti Jukola, Terence Brouns, Elahe Arani, Bahram Zonooz
Crowdsourced 3D Mapping: A Combined Multi-View Geometry and Self-Supervised Learning Approach. IROS (2020)
Fahad Sarfraz, Elahe Arani, Bahram Zonooz
Noisy Concurrent Training for Efficient Learning under Label Noise. CoRR (2020)
Fahad Sarfraz, Elahe Arani, Bahram Zonooz
Knowledge Distillation Beyond Model Compression. CoRR (2020)
Elahe Arani, Fahad Sarfraz, Bahram Zonooz
Adversarial Concurrent Training: Optimizing Robustness and Accuracy Trade-off of Deep Neural Networks. CoRR (2020)
Fahad Sarfraz, Elahe Arani, Bahram Zonooz
Knowledge Distillation Beyond Model Compression. ICPR (2020)
Hemang Chawla, Matti Jukola, Shabbir Marzban, Elahe Arani, Bahram Zonooz
Practical Auto-Calibration for Spatial Scene-Understanding from Crowdsourced Dashcamera Videos. CoRR (2020)
Hemang Chawla, Matti Jukola, Terence Brouns, Elahe Arani, Bahram Zonooz
Crowdsourced 3D Mapping: A Combined Multi-View Geometry and Self-Supervised Learning Approach. CoRR (2020)
Hemang Chawla, Matti Jukola, Elahe Arani, Bahram Zonooz
Monocular Vision based Crowdsourced 3D Traffic Sign Positioning with Unknown Camera Intrinsics and Distortion Coefficients. ITSC (2020)
Hemang Chawla, Matti Jukola, Elahe Arani, Bahram Zonooz
Monocular Vision based Crowdsourced 3D Traffic Sign Positioning with Unknown Camera Intrinsics and Distortion Coefficients. CoRR (2020)
Elahe Arani, Fahad Sarfraz, Bahram Zonooz
Adversarial Concurrent Training: Optimizing Robustness and Accuracy Trade-off of Deep Neural Networks. BMVC (2020)
Elahe Arani, Shabbir Marzban, Andrei Pata, Bahram Zonooz
RGPNet: A Real-Time General Purpose Semantic Segmentation. CoRR (2019)
Elahe Arani, Fahad Sarfraz, Bahram Zonooz
Improving Generalization and Robustness with Noisy Collaboration in Knowledge Distillation. CoRR (2019)