1 code implementation • 26 Apr 2023 • Robin Karlsson, Alexander Carballo, Francisco Lepe-Salazar, Keisuke Fujii, Kento Ohtani, Kazuya Takeda
We demonstrate how to infer global navigational patterns by fitting a maximum likelihood graph to the DSLP field.
Ranked #1 on
Lane Detection
on nuScenes
1 code implementation • 12 Jan 2023 • Robin Karlsson, Alexander Carballo, Keisuke Fujii, Kento Ohtani, Kazuya Takeda
By extending HVAEs to cases where complete ground truth states do not exist, we facilitate continual learning of spatial prediction as a step towards realizing explainable and comprehensive predictive world models for real-world mobile robotics applications.
no code implementations • 16 Jul 2022 • Yafu Tian, Alexander Carballo, Ruifeng Li, Kazuya Takeda
Behavioral and semantic relationships play a vital role on intelligent self-driving vehicles and ADAS systems.
1 code implementation • 24 Nov 2021 • Robin Karlsson, Tomoki Hayashi, Keisuke Fujii, Alexander Carballo, Kento Ohtani, Kazuya Takeda
Recent self-supervised models have demonstrated equal or better performance than supervised methods, opening for AI systems to learn visual representations from practically unlimited data.
Ranked #1 on
Unsupervised Semantic Segmentation
on COCO-Stuff-27
1 code implementation • 27 Nov 2020 • Yafu Tian, Alexander Carballo, Ruifeng Li, Kazuya Takeda
And this provides us a great opportunity to think about how shall these data be organized and exploited.
no code implementations • 3 Apr 2020 • Alexander Carballo, Abraham Monrroy, David Wong, Patiphon Narksri, Jacob Lambert, Yuki Kitsukawa, Eijiro Takeuchi, Shinpei Kato, Kazuya Takeda
In this work, we present a detailed comparison of ten different 3D LiDAR sensors, covering a range of manufacturers, models, and laser configurations, for the tasks of mapping and vehicle localization, using as common reference the Normal Distributions Transform (NDT) algorithm implemented in the self-driving open source platform Autoware.
no code implementations • 13 Mar 2020 • Alexander Carballo, Jacob Lambert, Abraham Monrroy-Cano, David Robert Wong, Patiphon Narksri, Yuki Kitsukawa, Eijiro Takeuchi, Shinpei Kato, Kazuya Takeda
In this work, we present LIBRE: LiDAR Benchmarking and Reference, a first-of-its-kind dataset featuring 10 different LiDAR sensors, covering a range of manufacturers, models, and laser configurations.
no code implementations • 12 Jun 2019 • Ekim Yurtsever, Jacob Lambert, Alexander Carballo, Kazuya Takeda
Automated driving systems (ADSs) promise a safe, comfortable and efficient driving experience.
Robotics Systems and Control Systems and Control