1 of 17

TWIST: Teleoperated Whole-Body Imitation System

2026.  03.  06.

Review | CoRL ‘25 (Best Demo Award)

2 of 17

2

0. LINKS

3 of 17

3

1. GOAL

Teleoperated Whole-Body Imitation

Whole-body, Versatile, Real time motion tracking

4 of 17

4

2. TRAINING

AMASS, OMOMO (42h)

(0.5h)

PHC

IK-based

5 of 17

5

2. TRAINING

RL+BC

Teacher:

Student:

6 of 17

6

3. TELEOPERATION

0.7s (retargeting)

0.2s (inference)

7 of 17

7

4. ABLATION

8 of 17

8

4. ABLATION: RL+BC

9 of 17

9

4. ABLATION: Adding MoCap

10 of 17

10

4. ABLATION: Adding End-Effector Perturbation

11 of 17

TWIST2: Scalable, Portable, and Holistic

Humanoid Data Collection System

Review | ICRA ‘26

12 of 17

12

1. WHAT IS NEW

Motion source: MoCap -> Motion Tracker(PICO4U)

Goal: training tracking controller for teleoperation

-> framework to collect dataset for teleoperation with vision

-> vision-based autonomous policy (+egocentric)

13 of 17

13

2. OVERVIEW

IK-based

14 of 17

14

2. OVERVIEW

IK-based

15 of 17

15

3. MOTION TRACKER

TWIST: RL+BC

TWIST2: RL

[TWIST]

  1. Teleoperation
  2. Collecting Vision+Teleoperation Dataset

16 of 17

16

4. VISUOMOTOR POLICY

17 of 17

17

5. SUPPLEMENT