Robot Manipulation on Real-world Robot Tasks Place Marker in Mug - Lighting Variation
0.475Success RateRobotic Steering
Evaluation Results
| Method | Links | |
|---|---|---|
| Robotic SteeringTraining Strategy=Single, Training Task Setting=Single-Task Training (Place Marker in Mug only), Base VLA Model=π0.5, Number of demonstrations=20 per task, Number of trials=402025.11 | 0.475 | |
| Robotic SteeringTraining Strategy=Non overlapping, Training Task Setting=Multi-Task Training (Place Marker + Place Cube), Base VLA Model=π0.5, Number of demonstrations=20 per task, Number of trials=402025.11 | 0.3 | |
| LoRATraining Strategy=Single, Training Task Setting=Single-Task Training (Place Marker in Mug only), Base VLA Model=π0.5, Number of demonstrations=20 per task, Number of trials=402025.11 | 0.25 | |
| Robotic SteeringTraining Strategy=Joint Selection, Training Task Setting=Multi-Task Training (Place Marker + Place Cube), Base VLA Model=π0.5, Number of demonstrations=20 per task, Number of trials=402025.11 | 0.225 | |
| LoRATraining Strategy=Joint, Training Task Setting=Multi-Task Training (Place Marker + Place Cube), Base VLA Model=π0.5, Number of demonstrations=20 per task, Number of trials=402025.11 | 0.15 |