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Gradual Divergence for Seamless Adaptation: A Novel Domain Incremental
Learning Method
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2024
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Kishaan Jeeveswaran
Elahe Arani
Bahram Zonooz
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CarLLaVA: Vision language models for camera-only closed-loop driving
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2024
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Katrin Renz
Long Chen
Ana-Maria Marcu
Jan Hünermann
Benoit Hanotte
Alice Karnsund
Jamie Shotton
Elahe Arani
Oleg Sinavski
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Mitigating Interference in the Knowledge Continuum through
Attention-Guided Incremental Learning
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2024
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Prashant Bhat
Bharath Renjith
Elahe Arani
Bahram Zonooz
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Beyond Unimodal Learning: The Importance of Integrating Multiple
Modalities for Lifelong Learning
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2024
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Fahad Sarfraz
Bahram Zonooz
Elahe Arani
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IMEX-Reg: Implicit-Explicit Regularization in the Function Space for
Continual Learning
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2024
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Prashant Bhat
Bharath Renjith
Elahe Arani
Bahram Zonooz
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Enhancing performance of vision transformers on small datasets through local inductive bias incorporation
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2024
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İbrahim Batuhan Akkaya
Senthilkumar Kathiresan
Elahe Arani
Bahram Zonooz
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Can We Break Free from Strong Data Augmentations in Self-Supervised
Learning?
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2024
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Shruthi Gowda
Elahe Arani
Bahram Zonooz
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The Effectiveness of Random Forgetting for Robust Generalization
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2024
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Vijaya Raghavan T. Ramkumar
Bahram Zonooz
Elahe Arani
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Conserve-Update-Revise to Cure Generalization and Robustness Trade-off
in Adversarial Training
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2024
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Shruthi Gowda
Bahram Zonooz
Elahe Arani
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Continual Learning of Unsupervised Monocular Depth from Videos
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2024
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Hemang Chawla
Arnav Varma
Elahe Arani
Bahram Zonooz
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Sparse Coding in a Dual Memory System for Lifelong Learning
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2023
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Fahad Sarfraz
Elahe Arani
Bahram Zonooz
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LSFSL: Leveraging Shape Information in Few-shot Learning
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2023
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Deepan Chakravarthi Padmanabhan
Shruthi Gowda
Elahe Arani
Bahram Zonooz
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Image Masking for Robust Self-Supervised Monocular Depth Estimation
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2023
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Hemang Chawla
Kishaan Jeeveswaran
Elahe Arani
Bahram Zonooz
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Dynamically Modular and Sparse General Continual Learning
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2023
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Arnav Varma
Elahe Arani
Bahram Zonooz
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Sparse Coding in a Dual Memory System for Lifelong Learning
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2023
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Fahad Sarfraz
Elahe Arani
Bahram Zonooz
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Task-Aware Information Routing from Common Representation Space in Lifelong Learning
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2023
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Prashant Bhat
Bahram Zonooz
Elahe Arani
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Error Sensitivity Modulation based Experience Replay: Mitigating Abrupt Representation Drift in Continual Learning
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2023
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Fahad Sarfraz
Elahe Arani
Bahram Zonooz
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Dynamically Modular and Sparse General Continual Learning
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2023
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Arnav Varma
Elahe Arani
Bahram Zonooz
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Learn, Unlearn and Relearn: An Online Learning Paradigm for Deep Neural Networks
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2023
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Vijaya Raghavan T. Ramkumar
Elahe Arani
Bahram Zonooz
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LSFSL: Leveraging Shape Information in Few-shot Learning
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2023
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Deepan Chakravarthi Padmanabhan
Shruthi Gowda
Elahe Arani
Bahram Zonooz
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A Study of Biologically Plausible Neural Network: The Role and Interactions of Brain-Inspired Mechanisms in Continual Learning
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2023
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Fahad Sarfraz
Elahe Arani
Bahram Zonooz
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Multi-Task Structural Learning using Local Task Similarity induced Neuron Creation and Removal
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2023
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Naresh Kumar Gurulingan
Bahram Zonooz
Elahe Arani
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BiRT: Bio-inspired Replay in Vision Transformers for Continual Learning
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2023
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Kishaan Jeeveswaran
Prashant Bhat
Bahram Zonooz
Elahe Arani
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Enhancing Performance of Vision Transformers on Small Datasets through Local Inductive Bias Incorporation
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2023
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İbrahim Batuhan Akkaya
Senthilkumar Kathiresan
Elahe Arani
Bahram Zonooz
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Towards Brain Inspired Design for Addressing the Shortcomings of ANNs
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2023
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Fahad Sarfraz
Elahe Arani
Bahram Zonooz
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TriRE: A Multi-Mechanism Learning Paradigm for Continual Knowledge Retention and Promotion
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2023
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Preetha Vijayan
Prashant Bhat
Elahe Arani
Bahram Zonooz
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Transformers in Unsupervised Structure-from-Motion
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2023
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Hemang Chawla
Arnav Varma
Elahe Arani
Bahram Zonooz
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Dual Cognitive Architecture: Incorporating Biases and Multi-Memory Systems for Lifelong Learning
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2023
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Shruthi Gowda
Bahram Zonooz
Elahe Arani
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Continual Learning of Unsupervised Monocular Depth from Videos
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2023
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Hemang Chawla
Arnav Varma
Elahe Arani
Bahram Zonooz
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PDF
Chat
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Adversarial Attacks on Monocular Pose Estimation
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2022
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Hemang Chawla
Arnav Varma
Elahe Arani
Bahram Zonooz
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Highlighting the Importance of Reducing Research Bias and Carbon Emissions in CNNs
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2022
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Ahmed Badar
Arnav Varma
Adrian Staniec
Mahmoud Gamal
Omar Magdy
Haris Iqbal
Elahe Arani
Bahram Zonooz
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Transformers in Self-Supervised Monocular Depth Estimation with Unknown Camera Intrinsics
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2022
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Arnav Varma
Hemang Chawla
Bahram Zonooz
Elahe Arani
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A Comprehensive Study of Vision Transformers on Dense Prediction Tasks
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2022
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Kishaan Jeeveswaran
Senthilkumar Kathiresan
Arnav Varma
Omar Magdy
Bahram Zonooz
Elahe Arani
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Learning Fast, Learning Slow: A General Continual Learning Method based on Complementary Learning System
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2022
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Elahe Arani
Fahad Sarfraz
Bahram Zonooz
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A Comprehensive Study of Vision Transformers on Dense Prediction Tasks
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2022
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Kishaan Jeeveswaran
Senthilkumar Kathiresan
Arnav Varma
Omar Magdy
Bahram Zonooz
Elahe Arani
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Transformers in Self-Supervised Monocular Depth Estimation with Unknown Camera Intrinsics
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2022
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Arnav Varma
Hemang Chawla
Bahram Zonooz
Elahe Arani
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SYNERgy between SYNaptic consolidation and Experience Replay for general continual learning
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2022
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Fahad Sarfraz
Elahe Arani
Bahram Zonooz
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InBiaseD: Inductive Bias Distillation to Improve Generalization and Robustness through Shape-awareness
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2022
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Shruthi Gowda
Bahram Zonooz
Elahe Arani
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Consistency is the key to further mitigating catastrophic forgetting in continual learning
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2022
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Prashant Bhat
Bahram Zonooz
Elahe Arani
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Task Agnostic Representation Consolidation: a Self-supervised based Continual Learning Approach
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2022
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Prashant Bhat
Bahram Zonooz
Elahe Arani
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Adversarial Attacks on Monocular Pose Estimation
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2022
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Hemang Chawla
Arnav Varma
Elahe Arani
Bahram Zonooz
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Differencing based Self-supervised pretraining for Scene Change Detection
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2022
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Vijaya Raghavan T. Ramkumar
Elahe Arani
Bahram Zonooz
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Curbing Task Interference using Representation Similarity-Guided Multi-Task Feature Sharing
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2022
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Naresh Kumar Gurulingan
Elahe Arani
Bahram Zonooz
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A Comprehensive Study of Real-Time Object Detection Networks Across Multiple Domains: A Survey
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2022
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Elahe Arani
Shruthi Gowda
Ratnajit Mukherjee
Omar Magdy
Senthilkumar Kathiresan
Bahram Zonooz
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Image Masking for Robust Self-Supervised Monocular Depth Estimation
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2022
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Hemang Chawla
Kishaan Jeeveswaran
Elahe Arani
Bahram Zonooz
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AI-Driven Road Maintenance Inspection v2: Reducing Data Dependency & Quantifying Road Damage
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2022
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Haris Iqbal
Hemang Chawla
Arnav Varma
Terence Brouns
Ahmed Badar
Elahe Arani
Bahram Zonooz
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Does Thermal data make the detection systems more reliable
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2021
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Shruthi Gowda
Bahram Zonooz
Elahe Arani
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PDF
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UniNet: A Unified Scene Understanding Network and Exploring Multi-Task Relationships through the Lens of Adversarial Attacks
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2021
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Naresh Kumar Gurulingan
Elahe Arani
Bahram Zonooz
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PDF
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Improving the Efficiency of Transformers for Resource-Constrained Devices
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2021
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Hamid Tabani
Ajay Balasubramaniam
Shabbir Marzban
Elahe Arani
Bahram Zonooz
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UniNet: A Unified Scene Understanding Network and Exploring Multi-Task Relationships through the Lens of Adversarial Attacks.
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2021
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NareshKumar Gurulingan
Elahe Arani
Bahram Zonooz
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Improving the Efficiency of Transformers for Resource-Constrained Devices
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2021
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Hamid Tabani
Ajay Balasubramaniam
Shabbir Marzban
Elahe Arani
Bahram Zonooz
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AI Driven Road Maintenance Inspection.
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2021
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Ratnajit Mukherjee
Haris Iqbal
Shabbir Marzban
Ahmed Badar
Terence Brouns
Shruthi Gowda
Elahe Arani
Bahram Zonooz
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+
PDF
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Distill on the Go: Online knowledge distillation in self-supervised learning
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2021
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Prashant Bhat
Elahe Arani
Bahram Zonooz
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PDF
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Perceptual Loss for Robust Unsupervised Homography Estimation
|
2021
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Daniel Koguciuk
Elahe Arani
Bahram Zonooz
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PDF
Chat
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Multimodal Scale Consistency and Awareness for Monocular Self-Supervised Depth Estimation
|
2021
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Hemang Chawla
Arnav Varma
Elahe Arani
Bahram Zonooz
|
+
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Distill on the Go: Online knowledge distillation in self-supervised learning
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2021
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Prashant Bhat
Elahe Arani
Bahram Zonooz
|
+
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Perceptual Loss for Robust Unsupervised Homography Estimation
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2021
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Daniel Koguciuk
Elahe Arani
Bahram Zonooz
|
+
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Multimodal Scale Consistency and Awareness for Monocular Self-Supervised Depth Estimation
|
2021
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Hemang Chawla
Arnav Varma
Elahe Arani
Bahram Zonooz
|
+
PDF
Chat
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Knowledge Distillation Beyond Model Compression
|
2021
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Fahad Sarfraz
Elahe Arani
Bahram Zonooz
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+
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Practical Auto-calibration for Spatial Scene-understanding from Crowdsourced Dashcamera Videos
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2021
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Hemang Chawla
Matti Jukola
Shabbir Marzban
Elahe Arani
Bahram Zonooz
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PDF
Chat
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Noisy Concurrent Training for Efficient Learning under Label Noise
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2021
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Fahad Sarfraz
Elahe Arani
Bahram Zonooz
|
+
PDF
Chat
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Noise as a Resource for Learning in Knowledge Distillation
|
2021
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Elahe Arani
Fahad Sarfraz
Bahram Zonooz
|
+
PDF
Chat
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RGPNet: A Real-Time General Purpose Semantic Segmentation
|
2021
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Elahe Arani
Shabbir Marzban
Andrei Pata
Bahram Zonooz
|
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Challenges and Obstacles Towards Deploying Deep Learning Models on Mobile Devices
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2021
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Hamid Tabani
Ajay Balasubramaniam
Elahe Arani
Bahram Zonooz
|
+
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Does Thermal data make the detection systems more reliable?
|
2021
|
Shruthi Gowda
Bahram Zonooz
Elahe Arani
|
+
|
UniNet: A Unified Scene Understanding Network and Exploring Multi-Task Relationships through the Lens of Adversarial Attacks
|
2021
|
NareshKumar Gurulingan
Elahe Arani
Bahram Zonooz
|
+
|
Improving the Efficiency of Transformers for Resource-Constrained Devices
|
2021
|
Hamid Tabani
Ajay Balasubramaniam
Shabbir Marzban
Elahe Arani
Bahram Zonooz
|
+
|
Highlighting the Importance of Reducing Research Bias and Carbon Emissions in CNNs
|
2021
|
Ahmed Badar
Arnav Varma
Adrian Staniec
Mahmoud Gamal
Omar Magdy
Haris Iqbal
Elahe Arani
Bahram Zonooz
|
+
|
AI Driven Road Maintenance Inspection
|
2021
|
Ratnajit Mukherjee
Haris Iqbal
Shabbir Marzban
Ahmed Badar
Terence Brouns
Shruthi Gowda
Elahe Arani
Bahram Zonooz
|
+
|
Distill on the Go: Online knowledge distillation in self-supervised learning
|
2021
|
Prashant Bhat
Elahe Arani
Bahram Zonooz
|
+
|
Perceptual Loss for Robust Unsupervised Homography Estimation
|
2021
|
Daniel Koguciuk
Elahe Arani
Bahram Zonooz
|
+
|
Multimodal Scale Consistency and Awareness for Monocular Self-Supervised Depth Estimation
|
2021
|
Hemang Chawla
Arnav Varma
Elahe Arani
Bahram Zonooz
|
+
PDF
Chat
|
Crowdsourced 3D Mapping: A Combined Multi-View Geometry and Self-Supervised Learning Approach
|
2020
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Hemang Chawla
Matti Jukola
Terence Brouns
Elahe Arani
Bahram Zonooz
|
+
PDF
Chat
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Monocular Vision based Crowdsourced 3D Traffic Sign Positioning with Unknown Camera Intrinsics and Distortion Coefficients
|
2020
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Hemang Chawla
Matti Jukola
Elahe Arani
Bahram Zonooz
|
+
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Noisy Concurrent Training for Efficient Learning under Label Noise
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2020
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Fahad Sarfraz
Elahe Arani
Bahram Zonooz
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+
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Adversarial Concurrent Training: Optimizing Robustness and Accuracy Trade-off of Deep Neural Networks.
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2020
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Elahe Arani
Fahad Sarfraz
Bahram Zonooz
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+
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Crowdsourced 3D Mapping: A Combined Multi-View Geometry and Self-Supervised Learning Approach
|
2020
|
Hemang Chawla
Matti Jukola
Terence Brouns
Elahe Arani
Bahram Zonooz
|
+
|
Knowledge Distillation Beyond Model Compression
|
2020
|
Fahad Sarfraz
Elahe Arani
Bahram Zonooz
|
+
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Noisy Concurrent Training for Efficient Learning under Label Noise
|
2020
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Fahad Sarfraz
Elahe Arani
Bahram Zonooz
|
+
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Adversarial Concurrent Training: Optimizing Robustness and Accuracy Trade-off of Deep Neural Networks
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2020
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Elahe Arani
Fahad Sarfraz
Bahram Zonooz
|
+
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Crowdsourced 3D Mapping: A Combined Multi-View Geometry and Self-Supervised Learning Approach
|
2020
|
Hemang Chawla
Matti Jukola
Terence Brouns
Elahe Arani
Bahram Zonooz
|
+
|
Knowledge Distillation Beyond Model Compression
|
2020
|
Fahad Sarfraz
Elahe Arani
Bahram Zonooz
|
+
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RGPNet: A Real-Time General Purpose Semantic Segmentation
|
2019
|
Elahe Arani
Shabbir Marzban
Andrei Pata
Bahram Zonooz
|
+
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Improving Generalization and Robustness with Noisy Collaboration in Knowledge Distillation.
|
2019
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Elahe Arani
Fahad Sarfraz
Bahram Zonooz
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+
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Noise as a Resource for Learning in Knowledge Distillation
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2019
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Elahe Arani
Fahad Sarfraz
Bahram Zonooz
|
+
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Reverse engineering neural networks from many partial recordings
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2019
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Elahe Arani
Sofia Triantafillou
Konrad P. Körding
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+
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RGPNet: A Real-Time General Purpose Semantic Segmentation
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2019
|
Elahe Arani
Shabbir Marzban
Andrei Pata
Bahram Zonooz
|
+
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Noise as a Resource for Learning in Knowledge Distillation
|
2019
|
Elahe Arani
Fahad Sarfraz
Bahram Zonooz
|
+
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Reverse engineering neural networks from many partial recordings
|
2019
|
Elahe Arani
Sofia Triantafillou
Konrad P. Körding
|
+
PDF
Chat
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Reverse Engineering Neural Networks From Many Partial Recordings
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2018
|
Elahe Arani
Sofia Triantafillou
Konrad P. Körding
|