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Chapter 5: HIMLoco Four-Legged Robot Motion Control: From Paper Understanding to Reproduction in Isaac Lab New Stack

AGILE Chapter Material Instructions

This directory only stores lightweight learning materials required for tutorials, and does not include AGILE model weights, Isaac environment, Nucleus cache, or full running logs.

official_figures

The following image comes from the docs/figures/ directory in the nvidia-isaac/WBC-AGILE official open-source repository of NVIDIA Isaac:

  • agile_highlights.png
  • separate_upper_lower_body_policy_diagram.png
  • evaluation_report_summary.png
  • evaluation_report_tracking.png

When using in the main text, please keep the figure titles and source descriptions.

official_videos

The following GIF comes from the docs/videos/ directory in the nvidia-isaac/WBC-AGILE official open-source repository of NVIDIA Isaac:

  • booster_t1_vel_sim2sim.gif
  • booster_t1_vel_sim2real.gif
  • unitree_g1_vel_height_sim2sim.gif
  • unitree_g1_vel_height_sim2real.gif
  • g1_apple_grasp_black_sort_bin_multi_objects_no_marker_reduced.gif
  • unitree_g1_dancing_sim.gif

These materials are used to demonstrate the effects of official papers/projects, but do not represent the results obtained through local re-training in this chapter.

local_videos

The following MP4 is generated by the replication process of this chapter:

  • t1_velocity_policy_smoke.mp4: Velocity-T1-v0 pre-trained policy short video.
  • g1_velocity_height_checkpoint_smoke.mp4: Velocity-Height-G1-Distillation-Recurrent-v0 full checkpoint short video.
  • g1_pickplace_tracking_scene_smoke.mp4: G1-PickPlace-Tracking-v0 scene loading and action chain short video.

These videos are smoke-test evidence, which only indicate that the environment, assets, policy loading, or scenario debugging process can run, but do not represent complete training convergence or real robot deployment.