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Bahram Zonooz
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2020 – today
- 2024
- [j6]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: 110510 (2024) - [j5]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) - [c38]Shruthi Gowda, Bahram Zonooz, Elahe Arani:
Conserve-Update-Revise to Cure Generalization and Robustness Trade-off in Adversarial Training. ICLR 2024 - [c37]Vijaya Raghavan T. Ramkumar, Bahram Zonooz, Elahe Arani:
The Effectiveness of Random Forgetting for Robust Generalization. ICLR 2024 - [c36]Hemang Chawla, Arnav Varma, Elahe Arani, Bahram Zonooz:
Continual Learning of Unsupervised Monocular Depth from Videos. WACV 2024: 8404-8414 - [i52]Shruthi Gowda, Bahram Zonooz, Elahe Arani:
Conserve-Update-Revise to Cure Generalization and Robustness Trade-off in Adversarial Training. CoRR abs/2401.14948 (2024) - [i51]Vijaya Raghavan T. Ramkumar, Bahram Zonooz, Elahe Arani:
The Effectiveness of Random Forgetting for Robust Generalization. CoRR abs/2402.11733 (2024) - [i50]Shruthi Gowda, Elahe Arani, Bahram Zonooz:
Can We Break Free from Strong Data Augmentations in Self-Supervised Learning? CoRR abs/2404.09752 (2024) - [i49]Prashant Shivaram Bhat, Bharath Renjith, Elahe Arani, Bahram Zonooz:
IMEX-Reg: Implicit-Explicit Regularization in the Function Space for Continual Learning. CoRR abs/2404.18161 (2024) - [i48]Fahad Sarfraz, Bahram Zonooz, Elahe Arani:
Beyond Unimodal Learning: The Importance of Integrating Multiple Modalities for Lifelong Learning. CoRR abs/2405.02766 (2024) - [i47]Prashant Shivaram Bhat, Bharath Renjith, Elahe Arani, Bahram Zonooz:
Mitigating Interference in the Knowledge Continuum through Attention-Guided Incremental Learning. CoRR abs/2405.13978 (2024) - [i46]Kishaan Jeeveswaran, Elahe Arani, Bahram Zonooz:
Gradual Divergence for Seamless Adaptation: A Novel Domain Incremental Learning Method. CoRR abs/2406.16231 (2024) - 2023
- [j4]Shruthi Gowda, Bahram Zonooz, Elahe Arani:
Dual Cognitive Architecture: Incorporating Biases and Multi-Memory Systems for Lifelong Learning. Trans. Mach. Learn. Res. 2023 (2023) - [j3]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) - [j2]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) - [c35]Fahad Sarfraz, Elahe Arani, Bahram Zonooz:
Sparse Coding in a Dual Memory System for Lifelong Learning. AAAI 2023: 9714-9722 - [c34]Deepan Chakravarthi Padmanabhan, Shruthi Gowda, Elahe Arani, Bahram Zonooz:
LSFSL: Leveraging Shape Information in Few-shot Learning. CVPR Workshops 2023: 4971-4980 - [c33]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: 1-6 - [c32]Prashant Shivaram Bhat, Bahram Zonooz, Elahe Arani:
Task-Aware Information Routing from Common Representation Space in Lifelong Learning. ICLR 2023 - [c31]Fahad Sarfraz, Elahe Arani, Bahram Zonooz:
Error Sensitivity Modulation based Experience Replay: Mitigating Abrupt Representation Drift in Continual Learning. ICLR 2023 - [c30]NareshKumar Gurulingan, Bahram Zonooz, Elahe Arani:
Multi-Task Structural Learning using Local Task Similarity induced Neuron Creation and Removal. ICML 2023: 12205-12223 - [c29]Kishaan Jeeveswaran, Prashant Shivaram Bhat, Bahram Zonooz, Elahe Arani:
BiRT: Bio-inspired Replay in Vision Transformers for Continual Learning. ICML 2023: 14817-14835 - [c28]Hemang Chawla, Kishaan Jeeveswaran, Elahe Arani, Bahram Zonooz:
Image Masking for Robust Self-Supervised Monocular Depth Estimation. ICRA 2023: 10054-10060 - [c27]Preetha Vijayan, Prashant Shivaram Bhat, Bahram Zonooz, Elahe Arani:
TriRE: A Multi-Mechanism Learning Paradigm for Continual Knowledge Retention and Promotion. NeurIPS 2023 - [c26]Arnav Varma, Elahe Arani, Bahram Zonooz:
Dynamically Modular and Sparse General Continual Learning. VISIGRAPP (5: VISAPP) 2023: 262-273 - [i45]Arnav Varma, Elahe Arani, Bahram Zonooz:
Dynamically Modular and Sparse General Continual Learning. CoRR abs/2301.00620 (2023) - [i44]Fahad Sarfraz, Elahe Arani, Bahram Zonooz:
Sparse Coding in a Dual Memory System for Lifelong Learning. CoRR abs/2301.05058 (2023) - [i43]Fahad Sarfraz, Elahe Arani, Bahram Zonooz:
Error Sensitivity Modulation based Experience Replay: Mitigating Abrupt Representation Drift in Continual Learning. CoRR abs/2302.11344 (2023) - [i42]Prashant Shivaram Bhat, Bahram Zonooz, Elahe Arani:
Task-Aware Information Routing from Common Representation Space in Lifelong Learning. CoRR abs/2302.11346 (2023) - [i41]Vijaya Raghavan T. Ramkumar, Elahe Arani, Bahram Zonooz:
Learn, Unlearn and Relearn: An Online Learning Paradigm for Deep Neural Networks. CoRR abs/2303.10455 (2023) - [i40]Deepan Chakravarthi Padmanabhan, Shruthi Gowda, Elahe Arani, Bahram Zonooz:
LSFSL: Leveraging Shape Information in Few-shot Learning. CoRR abs/2304.06672 (2023) - [i39]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 abs/2304.06738 (2023) - [i38]NareshKumar Gurulingan, Bahram Zonooz, Elahe Arani:
Multi-Task Structural Learning using Local Task Similarity induced Neuron Creation and Removal. CoRR abs/2305.00441 (2023) - [i37]Kishaan Jeeveswaran, Prashant Shivaram Bhat, Bahram Zonooz, Elahe Arani:
BiRT: Bio-inspired Replay in Vision Transformers for Continual Learning. CoRR abs/2305.04769 (2023) - [i36]Ibrahim Batuhan Akkaya, Senthilkumar Kathiresan, Elahe Arani, Bahram Zonooz:
Enhancing Performance of Vision Transformers on Small Datasets through Local Inductive Bias Incorporation. CoRR abs/2305.08551 (2023) - [i35]Fahad Sarfraz, Elahe Arani, Bahram Zonooz:
Towards Brain Inspired Design for Addressing the Shortcomings of ANNs. CoRR abs/2307.00039 (2023) - [i34]Preetha Vijayan, Prashant Shivaram Bhat, Elahe Arani, Bahram Zonooz:
TriRE: A Multi-Mechanism Learning Paradigm for Continual Knowledge Retention and Promotion. CoRR abs/2310.08217 (2023) - [i33]Shruthi Gowda, Bahram Zonooz, Elahe Arani:
Dual Cognitive Architecture: Incorporating Biases and Multi-Memory Systems for Lifelong Learning. CoRR abs/2310.11341 (2023) - [i32]Hemang Chawla, Arnav Varma, Elahe Arani, Bahram Zonooz:
Continual Learning of Unsupervised Monocular Depth from Videos. CoRR abs/2311.02393 (2023) - [i31]Hemang Chawla, Arnav Varma, Elahe Arani, Bahram Zonooz:
Transformers in Unsupervised Structure-from-Motion. CoRR abs/2312.10529 (2023) - 2022
- [j1]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) - [c25]Prashant Shivaram Bhat, Bahram Zonooz, Elahe Arani:
Task Agnostic Representation Consolidation: a Self-supervised based Continual Learning Approach. CoLLAs 2022: 390-405 - [c24]Fahad Sarfraz, Elahe Arani, Bahram Zonooz:
SYNERgy between SYNaptic Consolidation and Experience Replay for General Continual Learning. CoLLAs 2022: 920-936 - [c23]NareshKumar Gurulingan, Elahe Arani, Bahram Zonooz:
Curbing Task Interference using Representation Similarity-Guided Multi-Task Feature Sharing. CoLLAs 2022: 937-951 - [c22]Vijaya Raghavan T. Ramkumar, Elahe Arani, Bahram Zonooz:
Differencing based Self-supervised pretraining for Scene Change Detection. CoLLAs 2022: 952-965 - [c21]Shruthi Gowda, Bahram Zonooz, Elahe Arani:
InBiaseD: Inductive Bias Distillation to Improve Generalization and Robustness through Shape-awareness. CoLLAs 2022: 1026-1042 - [c20]Prashant Shivaram Bhat, Bahram Zonooz, Elahe Arani:
Consistency is the Key to Further Mitigating Catastrophic Forgetting in Continual Learning. CoLLAs 2022: 1195-1212 - [c19]Hemang Chawla
, Arnav Varma
, Elahe Arani
, Bahram Zonooz
:
Transformers in Unsupervised Structure-from-Motion. VISIGRAPP (Revised Selected Papers) 2022: 281-303 - [c18]Elahe Arani, Fahad Sarfraz, Bahram Zonooz:
Learning Fast, Learning Slow: A General Continual Learning Method based on Complementary Learning System. ICLR 2022 - [c17]Hemang Chawla
, Arnav Varma, Elahe Arani, Bahram Zonooz:
Adversarial Attacks on Monocular Pose Estimation. IROS 2022: 12500-12505 - [c16]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: 213-223 - [c15]Arnav Varma, Hemang Chawla
, Bahram Zonooz, Elahe Arani:
Transformers in Self-Supervised Monocular Depth Estimation with Unknown Camera Intrinsics. VISIGRAPP (4: VISAPP) 2022: 758-769 - [i30]Kishaan Jeeveswaran, Senthilkumar Kathiresan, Arnav Varma, Omar Magdy, Bahram Zonooz, Elahe Arani:
A Comprehensive Study of Vision Transformers on Dense Prediction Tasks. CoRR abs/2201.08683 (2022) - [i29]Elahe Arani, Fahad Sarfraz, Bahram Zonooz:
Learning Fast, Learning Slow: A General Continual Learning Method based on Complementary Learning System. CoRR abs/2201.12604 (2022) - [i28]Arnav Varma, Hemang Chawla, Bahram Zonooz, Elahe Arani:
Transformers in Self-Supervised Monocular Depth Estimation with Unknown Camera Intrinsics. CoRR abs/2202.03131 (2022) - [i27]Fahad Sarfraz, Elahe Arani, Bahram Zonooz:
SYNERgy between SYNaptic consolidation and Experience Replay for general continual learning. CoRR abs/2206.04016 (2022) - [i26]Shruthi Gowda, Bahram Zonooz, Elahe Arani:
InBiaseD: Inductive Bias Distillation to Improve Generalization and Robustness through Shape-awareness. CoRR abs/2206.05846 (2022) - [i25]Prashant Shivaram Bhat, Bahram Zonooz, Elahe Arani:
Consistency is the key to further mitigating catastrophic forgetting in continual learning. CoRR abs/2207.04998 (2022) - [i24]Prashant Shivaram Bhat, Bahram Zonooz, Elahe Arani:
Task Agnostic Representation Consolidation: a Self-supervised based Continual Learning Approach. CoRR abs/2207.06267 (2022) - [i23]Hemang Chawla, Arnav Varma, Elahe Arani, Bahram Zonooz:
Adversarial Attacks on Monocular Pose Estimation. CoRR abs/2207.07032 (2022) - [i22]Vijaya Raghavan T. Ramkumar, Elahe Arani, Bahram Zonooz:
Differencing based Self-supervised pretraining for Scene Change Detection. CoRR abs/2208.05838 (2022) - [i21]NareshKumar Gurulingan, Elahe Arani, Bahram Zonooz:
Curbing Task Interference using Representation Similarity-Guided Multi-Task Feature Sharing. CoRR abs/2208.09427 (2022) - [i20]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 abs/2208.10895 (2022) - [i19]Hemang Chawla, Kishaan Jeeveswaran, Elahe Arani, Bahram Zonooz:
Image Masking for Robust Self-Supervised Monocular Depth Estimation. CoRR abs/2210.02357 (2022) - [i18]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 abs/2210.03570 (2022) - 2021
- [c14]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: 515-531 - [c13]Prashant Shivaram Bhat, Elahe Arani, Bahram Zonooz:
Distill on the Go: Online Knowledge Distillation in Self-Supervised Learning. CVPR Workshops 2021: 2678-2687 - [c12]Daniel Koguciuk, Elahe Arani, Bahram Zonooz:
Perceptual Loss for Robust Unsupervised Homography Estimation. CVPR Workshops 2021: 4274-4283 - [c11]Hamid Tabani, Ajay Balasubramaniam, Shabbir Marzban, Elahe Arani, Bahram Zonooz:
Improving the Efficiency of Transformers for Resource-Constrained Devices. DSD 2021: 449-456 - [c10]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: 2239-2248 - [c9]Hemang Chawla
, Arnav Varma, Elahe Arani, Bahram Zonooz:
Multimodal Scale Consistency and Awareness for Monocular Self-Supervised Depth Estimation. ICRA 2021: 5140-5146 - [c8]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: 869-880 - [c7]Elahe Arani, Shabbir Marzban, Andrei Pata, Bahram Zonooz:
RGPNet: A Real-Time General Purpose Semantic Segmentation. WACV 2021: 3008-3017 - [c6]Elahe Arani, Fahad Sarfraz
, Bahram Zonooz:
Noise as a Resource for Learning in Knowledge Distillation. WACV 2021: 3128-3137 - [c5]Fahad Sarfraz
, Elahe Arani, Bahram Zonooz:
Noisy Concurrent Training for Efficient Learning under Label Noise. WACV 2021: 3158-3167 - [i17]Hemang Chawla, Arnav Varma, Elahe Arani, Bahram Zonooz:
Multimodal Scale Consistency and Awareness for Monocular Self-Supervised Depth Estimation. CoRR abs/2103.02451 (2021) - [i16]Prashant Shivaram Bhat, Elahe Arani, Bahram Zonooz:
Distill on the Go: Online knowledge distillation in self-supervised learning. CoRR abs/2104.09866 (2021) - [i15]Daniel Koguciuk, Elahe Arani, Bahram Zonooz:
Perceptual Loss for Robust Unsupervised Homography Estimation. CoRR abs/2104.10011 (2021) - [i14]Hamid Tabani, Ajay Balasubramaniam, Elahe Arani, Bahram Zonooz:
Challenges and Obstacles Towards Deploying Deep Learning Models on Mobile Devices. CoRR abs/2105.02613 (2021) - [i13]Ratnajit Mukherjee, Haris Iqbal, Shabbir Marzban, Ahmed Badar, Terence Brouns, Shruthi Gowda, Elahe Arani, Bahram Zonooz:
AI Driven Road Maintenance Inspection. CoRR abs/2106.02567 (2021) - [i12]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 abs/2106.03242 (2021) - [i11]Hamid Tabani, Ajay Balasubramaniam, Shabbir Marzban, Elahe Arani, Bahram Zonooz:
Improving the Efficiency of Transformers for Resource-Constrained Devices. CoRR abs/2106.16006 (2021) - [i10]NareshKumar Gurulingan, Elahe Arani, Bahram Zonooz:
UniNet: A Unified Scene Understanding Network and Exploring Multi-Task Relationships through the Lens of Adversarial Attacks. CoRR abs/2108.04584 (2021) - [i9]Shruthi Gowda, Bahram Zonooz, Elahe Arani:
Does Thermal data make the detection systems more reliable? CoRR abs/2111.05191 (2021) - 2020
- [c4]Elahe Arani, Fahad Sarfraz, Bahram Zonooz:
Adversarial Concurrent Training: Optimizing Robustness and Accuracy Trade-off of Deep Neural Networks. BMVC 2020 - [c3]Fahad Sarfraz
, Elahe Arani, Bahram Zonooz:
Knowledge Distillation Beyond Model Compression. ICPR 2020: 6136-6143 - [c2]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: 4750-4757 - [c1]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: 1-7 - [i8]Fahad Sarfraz, Elahe Arani, Bahram Zonooz:
Knowledge Distillation Beyond Model Compression. CoRR abs/2007.01922 (2020) - [i7]Hemang Chawla, Matti Jukola, Elahe Arani, Bahram Zonooz:
Monocular Vision based Crowdsourced 3D Traffic Sign Positioning with Unknown Camera Intrinsics and Distortion Coefficients. CoRR abs/2007.04592 (2020) - [i6]Hemang Chawla, Matti Jukola, Terence Brouns, Elahe Arani, Bahram Zonooz:
Crowdsourced 3D Mapping: A Combined Multi-View Geometry and Self-Supervised Learning Approach. CoRR abs/2007.12918 (2020) - [i5]Elahe Arani, Fahad Sarfraz, Bahram Zonooz:
Adversarial Concurrent Training: Optimizing Robustness and Accuracy Trade-off of Deep Neural Networks. CoRR abs/2008.07015 (2020) - [i4]Fahad Sarfraz, Elahe Arani, Bahram Zonooz:
Noisy Concurrent Training for Efficient Learning under Label Noise. CoRR abs/2009.08325 (2020) - [i3]Hemang Chawla, Matti Jukola, Shabbir Marzban, Elahe Arani, Bahram Zonooz:
Practical Auto-Calibration for Spatial Scene-Understanding from Crowdsourced Dashcamera Videos. CoRR abs/2012.08375 (2020)
2010 – 2019
- 2019
- [i2]Elahe Arani, Fahad Sarfraz, Bahram Zonooz:
Improving Generalization and Robustness with Noisy Collaboration in Knowledge Distillation. CoRR abs/1910.05057 (2019) - [i1]Elahe Arani, Shabbir Marzban, Andrei Pata, Bahram Zonooz:
RGPNet: A Real-Time General Purpose Semantic Segmentation. CoRR abs/1912.01394 (2019)
Coauthor Index
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