TriFusion Challenge

Challenge Overview

The TriFusion Challenge addresses two core sim-to-real problems at the convergence of computer graphics and robotics: universal motion tracking for full-scale humanoids, and visuo-tactile simulation optimization for dexterous manipulation.

Track 1 focuses on high-fidelity motion retargeting from human performance to simulated humanoids, evaluated on precise positional and DOF tracking metrics.

Track 2 targets improving the realism and accuracy of visuo-tactile rendering and physical modeling in peg-in-hole tasks using RoboTwin and GelSight Mini data.

Competition Tracks

🎯 Track 1: Universal Motion Tracking

Objective: High-fidelity motion retargeting from human performance to simulated humanoids with precise tracking evaluation.

Key Tasks:

  • Full-scale humanoid motion capture
  • Real-time motion retargeting
  • DOF (Degrees of Freedom) optimization
  • Cross-morphology adaptation

Evaluation Metrics:

  • Positional tracking accuracy
  • DOF tracking precision
  • Motion fidelity scores
  • Temporal consistency

🔬 Track 2: Visuo-Tactile Simulation

Objective: Improve realism and accuracy of visuo-tactile rendering and physical modeling for dexterous manipulation tasks.

Key Tasks:

  • Peg-in-hole task optimization
  • RoboTwin data integration
  • GelSight Mini sensor modeling
  • Haptic feedback simulation

Evaluation Metrics:

  • Tactile rendering accuracy
  • Physical model fidelity
  • Task completion rates
  • Sim-to-real transfer success

Challenge Timeline

Important Dates

  • Challenge Launch: September 1, 2025
  • Registration Deadline: October 15, 2025
  • Dataset Release: September 15, 2025
  • Submission Deadline: November 20, 2025
  • Results Announcement: December 1, 2025
  • Workshop Presentation: December 8, 2025

Participation Guidelines

Eligibility

Submission Requirements

Evaluation Process

  1. Automated Evaluation: Quantitative metrics on benchmark datasets
  2. Human Evaluation: Qualitative assessment by expert judges
  3. Live Demonstration: Real-time system performance at the workshop
  4. Peer Review: Technical merit assessment by the community

Prizes and Recognition

🥇 Best Overall Solution

$5,000 USD

Awarded to the team with the most innovative and effective solution across all evaluation criteria.

🏆 Track Winners

$2,000 USD each

Best solution in each of the two competition tracks (Universal Motion Tracking, Visuo-Tactile Simulation).

🌟 Innovation Award

$1,000 USD

Most creative and novel approach, as judged by the technical committee.

Resources and Support

Datasets

Technical Support

Registration

Ready to push the boundaries of embodied intelligence?

Register Your Team

Questions?

For more information about the TriFusion Challenge, please contact us at trifusion2025@gmail.com or join our community discussions.