Learning Fast, Learning Slow: A General Continual Learning Method based on Complementary Learning System E Arani, F Sarfraz, B Zonooz International Conference on Learning Representations (ICLR), 2022 | 100 | 2022 |
Transformers in Self-Supervised Monocular Depth Estimation with Unknown Camera Intrinsics A Varma, H Chawla, B Zonooz, E Arani 17th International Conference on Computer Vision Theory and Applications …, 2022 | 42 | 2022 |
Rgpnet: A real-time general purpose semantic segmentation E Arani, S Marzban, A Pata, B Zonooz Proceedings of the IEEE/CVF winter conference on applications of computer …, 2021 | 38 | 2021 |
Knowledge distillation beyond model compression F Sarfraz, E Arani, B Zonooz 25th International Conference on Pattern Recognition (ICPR 2020), 2020 | 35 | 2020 |
Distill on the go: Online knowledge distillation in self-supervised learning P Bhat, E Arani, B Zonooz Proceedings of the IEEE/CVF Conference on Computer Vision and Pattern …, 2021 | 33 | 2021 |
Spectral weighting underlies perceived sound elevation B Zonooz, E Arani, KP Körding, PATR Aalbers, T Celikel, AJ Van Opstal Nature, Scientific reports 9 (1), 1-12, 2019 | 30 | 2019 |
Noise as a resource for learning in knowledge distillation E Arani, F Sarfraz, B Zonooz Proceedings of the IEEE/CVF Winter Conference on Applications of Computer …, 2021 | 25* | 2021 |
Perceptual loss for robust unsupervised homography estimation D Koguciuk, E Arani, B Zonooz Proceedings of the IEEE/CVF conference on computer vision and pattern …, 2021 | 24* | 2021 |
Multimodal Scale Consistency and Awareness for Monocular Self-Supervised Depth Estimation H Chawla, A Varma, E Arani, B Zonooz IEEE International Conference on Robotics and Automation (ICRA, 2021), 2021 | 19 | 2021 |
Noisy concurrent training for efficient learning under label noise F Sarfraz, E Arani, B Zonooz Proceedings of the IEEE/CVF Winter Conference on applications of computer …, 2021 | 19 | 2021 |
A Comprehensive Study of Real-Time Object Detection Networks Across Multiple Domains: A Survey E Arani, S Gowda, R Mukherjee, O Magdy, SS Kathiresan, B Zonooz Transactions on Machine Learning Research (TMLR), 2022 | 18 | 2022 |
Consistency is the key to further mitigating catastrophic forgetting in continual learning PS Bhat, B Zonooz, E Arani Conference on Lifelong Learning Agents, 1195-1212, 2022 | 16 | 2022 |
Learning to localise weakly-informative sound spectra with and without feedback B Zonooz, E Arani, AJ Van Opstal Nature, Scientific reports 8 (1), 1-14, 2018 | 14 | 2018 |
Error Sensitivity Modulation based Experience Replay: Mitigating Abrupt Representation Drift in Continual Learning F Sarfraz, E Arani, B Zonooz International Conference on Learning Representations (ICLR), 2023 | 13 | 2023 |
Birt: Bio-inspired replay in vision transformers for continual learning K Jeeveswaran, P Bhat, B Zonooz, E Arani International Conference on Machine Learning, 14817-14835, 2023 | 12 | 2023 |
Task-Aware Information Routing from Common Representation Space in Lifelong Learning P Bhat, B Zonooz, E Arani International Conference on Learning Representations (ICLR), 2023 | 11 | 2023 |
Improving the efficiency of transformers for resource-constrained devices H Tabani, A Balasubramaniam, S Marzban, E Arani, B Zonooz 2021 24th Euromicro Conference on Digital System Design (DSD), 449-456, 2021 | 11 | 2021 |
Adversarial Concurrent Training: Optimizing Robustness and Accuracy Trade-off of Deep Neural Networks E Arani, F Sarfraz, B Zonooz bmvc2020-conference.com, 2020 | 11 | 2020 |
Task Agnostic Representation Consolidation: a Self-supervised based Continual Learning Approach PS Bhat, B Zonooz, E Arani Conference on Lifelong Learning Agents, 390-405, 2022 | 10 | 2022 |
SYNERgy between SYNaptic consolidation and Experience Replay for general continual learning F Sarfraz, E Arani, B Zonooz Conference on Lifelong Learning Agents (CoLLAs), 2022 | 10 | 2022 |