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Journal Articles
- 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) - 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) - 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)
Conference and Workshop Papers
- 2024
- [c39]Shruthi Gowda, Bahram Zonooz, Elahe Arani:
Conserve-Update-Revise to Cure Generalization and Robustness Trade-off in Adversarial Training. ICLR 2024 - [c38]Vijaya Raghavan T. Ramkumar, Bahram Zonooz, Elahe Arani:
The Effectiveness of Random Forgetting for Robust Generalization. ICLR 2024 - [c37]Kishaan Jeeveswaran, Elahe Arani, Bahram Zonooz:
Gradual Divergence for Seamless Adaptation: A Novel Domain Incremental Learning Method. ICML 2024 - [c36]Hemang Chawla, Arnav Varma, Elahe Arani, Bahram Zonooz:
Continual Learning of Unsupervised Monocular Depth from Videos. WACV 2024: 8404-8414 - 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 - 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 - 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 - 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
Informal and Other Publications
- 2024
- [i53]Shruthi Gowda, Bahram Zonooz, Elahe Arani:
Conserve-Update-Revise to Cure Generalization and Robustness Trade-off in Adversarial Training. CoRR abs/2401.14948 (2024) - [i52]Vijaya Raghavan T. Ramkumar, Bahram Zonooz, Elahe Arani:
The Effectiveness of Random Forgetting for Robust Generalization. CoRR abs/2402.11733 (2024) - [i51]Shruthi Gowda, Elahe Arani, Bahram Zonooz:
Can We Break Free from Strong Data Augmentations in Self-Supervised Learning? CoRR abs/2404.09752 (2024) - [i50]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) - [i49]Fahad Sarfraz, Bahram Zonooz, Elahe Arani:
Beyond Unimodal Learning: The Importance of Integrating Multiple Modalities for Lifelong Learning. CoRR abs/2405.02766 (2024) - [i48]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) - [i47]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 abs/2406.10165 (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
- [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
- [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
- [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
- [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) - 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
[j6] [j5] [j4] [j3] [j2] [j1] [c39] [c38] [c37] [c36] [c35] [c34] [c33] [c32] [c31] [c30] [c29] [c28] [c27] [c26] [c25] [c24] [c23] [c22] [c21] [c20] [c19] [c18] [c17] [c16] [c15] [c14] [c13] [c12] [c11] [c10] [c9] [c8] [c7] [c6] [c5] [c4] [c3] [c2] [c1] [i53] [i52] [i51] [i50] [i49] [i48] [i46] [i45] [i44] [i43] [i42] [i41] [i40] [i39] [i38] [i37] [i36] [i35] [i34] [i33] [i32] [i31] [i30] [i29] [i28] [i27] [i26] [i25] [i24] [i23] [i22] [i21] [i20] [i19] [i18] [i17] [i16] [i15] [i14] [i13] [i12] [i11] [i10] [i9] [i8] [i7] [i6] [i5] [i4] [i3] [i2] [i1]
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