Out-of-distribution detection for automotive perception J Nitsch, M Itkina, R Senanayake, J Nieto, M Schmidt, R Siegwart, ... 2021 IEEE International Intelligent Transportation Systems Conference (ITSC …, 2021 | 67 | 2021 |
Dynamic Environment Prediction in Urban Scenes using Recurrent Representation Learning M Itkina, K Driggs-Campbell, MJ Kochenderfer 2019 IEEE Intelligent Transportation Systems Conference (ITSC), 2052-2059, 2019 | 37 | 2019 |
Double-prong convlstm for spatiotemporal occupancy prediction in dynamic environments M Toyungyernsub, M Itkina, R Senanayake, MJ Kochenderfer 2021 IEEE International Conference on Robotics and Automation (ICRA), 13931 …, 2021 | 24 | 2021 |
Multi-agent variational occlusion inference using people as sensors M Itkina, YJ Mun, K Driggs-Campbell, MJ Kochenderfer 2022 International Conference on Robotics and Automation (ICRA), 4585-4591, 2022 | 23 | 2022 |
Evidential sparsification of multimodal latent spaces in conditional variational autoencoders M Itkina, B Ivanovic, R Senanayake, MJ Kochenderfer, M Pavone Advances in Neural Information Processing Systems 33, 10235-10246, 2020 | 22 | 2020 |
How do we fail? stress testing perception in autonomous vehicles H Delecki, M Itkina, B Lange, R Senanayake, MJ Kochenderfer 2022 IEEE/RSJ International Conference on Intelligent Robots and Systems …, 2022 | 18 | 2022 |
Attention Augmented ConvLSTM for Environment Prediction B Lange, M Itkina, MJ Kochenderfer 2021 IEEE/RSJ International Conference on Intelligent Robots and Systems …, 2021 | 18 | 2021 |
Structural implications of fenestrated stent graft misalignment SA Crawford, M Itkina, MG Doyle, LW Tse, CH Amon, G Roche-Nagle The Surgeon 16 (2), 89-93, 2018 | 15 | 2018 |
Interpretable Self-Aware Neural Networks for Robust Trajectory Prediction M Itkina, M Kochenderfer 6th Annual Conference on Robot Learning, 2022 | 13 | 2022 |
DROID: A Large-Scale In-The-Wild Robot Manipulation Dataset A Khazatsky, K Pertsch, S Nair, A Balakrishna, S Dasari, S Karamcheti, ... arXiv preprint arXiv:2403.12945, 2024 | 12 | 2024 |
Occlusion-aware crowd navigation using people as sensors YJ Mun, M Itkina, S Liu, K Driggs-Campbell 2023 IEEE International Conference on Robotics and Automation (ICRA), 12031 …, 2023 | 11 | 2023 |
Evidential Softmax for Sparse Multimodal Distributions in Deep Generative Models P Chen, M Itkina, R Senanayake, M Kochenderfer Thirty-Fifth Conference on Neural Information Processing Systems, 2021 | 8 | 2021 |
LOPR: Latent Occupancy PRediction using Generative Models B Lange, M Itkina, MJ Kochenderfer arXiv preprint arXiv:2210.01249, 2022 | 6 | 2022 |
Convolutional neural network information fusion based on Dempster-Shafer theory for urban scene understanding M Itkina, MJ Kochenderfer Technical report, Stanford University, Stanford, CA, 2017 | 6 | 2017 |
Explore until Confident: Efficient Exploration for Embodied Question Answering AZ Ren, J Clark, A Dixit, M Itkina, A Majumdar, D Sadigh arXiv preprint arXiv:2403.15941, 2024 | 2 | 2024 |
Perception Beyond Sensors Under Uncertainty M Itkina Proceedings of the AAAI Conference on Artificial Intelligence 35 (18), 15716 …, 2021 | 2 | 2021 |
Full-Distribution Generalization Bounds for Imitation Learning Policies JA Vincent, H Nishimura, M Itkina, M Schwager First Workshop on Out-of-Distribution Generalization in Robotics at CoRL 2023, 2023 | 1 | 2023 |
Uncertainty-Aware Spatiotemporal Perception for Autonomous Vehicles M Itkina https://stacks.stanford.edu/file/druid:yk710jh3806 …, 2022 | 1 | 2022 |
How Generalizable Is My Behavior Cloning Policy? A Statistical Approach to Trustworthy Performance Evaluation JA Vincent, H Nishimura, M Itkina, P Shah, M Schwager, T Kollar arXiv preprint arXiv:2405.05439, 2024 | | 2024 |
Evidential Disambiguation of Latent Multimodality in Conditional Variational Autoencoders M Itkina, B Ivanovic, R Senanayake, MJ Kochenderfer, M Pavone Conf. on Neural Information Processing Systems-Workshop on Bayesian Deep …, 2019 | | 2019 |