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Multi-future Trajectory Prediction

The project is about using the Multiverse model to make possible multiple-future trajectory prediction for a seen person and making it ready for deploying in a slow self-driving car by adding the required preprocessing like :

  • annotation and object tracking (by using YOLOv5 and DeepSORT)
  • semantic segmentation (by using DeepLab)

and making the whole process automated.

Pipeline

the pipeline in local machine for testing and evaluation :

pipeline

Inference

Open In Colab

Inferencing on a real video.

Model output

final model output on a test video :

download.mp4

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Predict multi paths to a moving person depending on his trajectory history.

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