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Official repository for Efficient Baselines for Motion Prediction in Autonomous Driving. Presented at CVPR and ICRA Workshops 2022, and ITSC conference 2022.

Home Page: https://arxiv.org/abs/2205.13071

License: MIT License

Python 23.74% Jupyter Notebook 76.26%
argoverse autonomous-driving deep-learning motion-prediction artificial-intelligence efficiency graph-neural-networks map-based pytorch

mapfe4mp's Introduction

Hi there 👋

My name is Carlos Gómez Huélamo, currently PhD candidate in Artificial Intelligence and Robotics at the RobeSafe research group (Electronics Department, University of Alcalá) under the supervision of Prof. Luis Miguel Bergasa Pascual and Prof. Rafael Barea Navarro. I received my BSc degree in Industrial Electronics and Automation Engineering (Top 3 students) from the University of Alcalá (2013-2017) , in which I was granted with an Erasmus+ scholarship to study in the University College of Cork (UCC, Ireland) and my MSc in Industrial Engineering (Top 2 students) from the University of Alcalá (2017-2019), in which I was granted with an Erasmus+ scholarship to study in the Tampere University of Technology (TUT, Finland). As member of the RobeSafe research group, I am working in research projects with other universities and companies to generate an important technology transfer to companies and publications. In particular, my PhD thesis is focused on "Deep Learning based Multi-Object Tracking and Motion Prediction for Autonomous Driving applications". Main areas of interest consist of Computer Vision, Machine Learning, Deep Learning, Robotics, Embedded Systems and any field related to these.

mapfe4mp's People

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mapfe4mp's Issues

dataset.py requires missing npy

Hi folks,
I followed your README and ran the default ``python train.py --trainer mapfe4mp --device_gpu 0"
The first time, error reports not found preprocessed data.

Then I modified config_mapfe4mp.yml to enable preprocess_data and save_data.

Then I run again but encountered the issue that missing
arget_agent_orientation.npy
oracle_centerlines.npy
relevant_centerlines.npy
during preprocessing.

This breaks data_utils.py function load_processed_files_from_npy, as required_variables_name_list not all satisfied.
I wonder how to perform preprocessing properly?
thank you.

AttributeError: 'tuple' object has no attribute 'permute'

May I use train again_ Gan_ Social_ LSTM_ The following errors occurred during the training of the MHSA model:
Traceback (most recent call last):
File "/mnt/f/pycharm-professional/pytorch-project/VectorNet-GAN/mapfe4mp-master/train.py", line 143, in
model_trainer(config, logger)
File "/mnt/f/pycharm-professional/pytorch-project/VectorNet-GAN/mapfe4mp-master/model/trainers/other/trainer_gan_social_lstm_mhsa.py", line 271, in model_trainer
losses_d = discriminator_step(hyperparameters, batch, generator,
File "/mnt/f/pycharm-professional/pytorch-project/VectorNet-GAN/mapfe4mp-master/model/trainers/other/trainer_gan_social_lstm_mhsa.py", line 489, in discriminator_step
pred_traj_fake = relative_to_abs(pred_traj_fake_rel, obs_traj[-1])
File "/mnt/f/pycharm-professional/pytorch-project/VectorNet-GAN/mapfe4mp-master/model/datasets/argoverse/dataset_utils.py", line 394, in relative_to_abs
rel_traj = rel_traj.permute(1, 0, 2)
AttributeError: 'tuple' object has no attribute 'permute'
Excuse me, class TrajectoryGenerator (nn. Module): Is this part of the code correct and why is it returning pre d_ Traj_ Fake_ Rel returns a tuple, but tuples cannot use relative_ To_ ABS function

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