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Dynamic Direct SLAM based on LSD-SLAM and Mask-RCNN

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DDM-SLAM

Work Overview

  1. Motion Segmentation
  • Paper "Video Segmentation with Background Motion Models"
  1. LSD Front-end revise

Motion Segmentation

Mask-RCNN Results: https://drive.google.com/drive/folders/1yDduemlchxGtJ1_F2vPLGGYDSs5_cYgH?usp=sharing Motion Seg Results (700 frames): https://drive.google.com/drive/folders/1w2DSiHP2dQkBwrf1nwqHMli3G6cwbGlb?usp=sharing

Dataset

TUM Dataset: https://vision.in.tum.de/data/datasets/rgbd-dataset/download#freiburg3_sitting_halfsphere

LSD-SLAM base code

Please use https://github.com/dknyxh/lsd_slam/ for base code on Ubuntu 16.04

Slides

https://docs.google.com/presentation/d/1bbOtJrSiUXPgQQNIuZaPbQbvw0hJNiky1KSANuHMgY4/edit?ts=5cc5f536#slide=id.g56d61c4148_0_37

Sample Results

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Dynamic Direct SLAM based on LSD-SLAM and Mask-RCNN

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