Dexterous Grasping Benchmark Updated: Wet/Oily Conditions Success Rate Below 60%
20 teams tested on unified testbed; real factory conditions show significant gap from laboratory performance.
2027 Dexterous Grasping Benchmark results published today, showing significant gap between laboratory and real factory conditions.
Results
| Condition | Median Success Rate | Top Team | Note | |-----------|-------------------|----------|------| | Dry laboratory | 78% | 92% | Baseline | | Light oil/contamination | 61% | 85% | TPU fingertip wear after | | High humidity + condensation | 54% | 76% | Visual reflection interference |
Key Findings
1. Fingertip Material Wear
TPU fingertips show 17% success rate drop after 4 hours of continuous operation.
2. Vision System Interference
High humidity causes:
- Water fog on transparent/semi-transparent surfaces
- Enhanced reflection interfering depth cameras
- Non-uniform lighting
3. Lab vs Factory Gap
30 percentage point gap, contributing factors:
| Factor | Contribution | |--------|--------------| | Vibration interference | 35% | | Dust impact | 25% | | Lighting changes | 20% | | Material batch variation | 20% |
本文为虚构统计数据。
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