Robotics
RoboScope Kit: Unified Interfaces for Fast and Scalable Embodied-AI Evaluation
Benchmark-specific interfaces and lengthy evaluation runs complicate robot-policy comparisons.
Simulation benchmarks are the standard way to compare robot policies, but each benchmark brings its own evaluator, observation layout, and action convention, and evaluation is slow: 500 RoboTwin Easy episodes with one simulator and one model on one GPU take 359.7 minutes.
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ArXiv CS.RO
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2 min
ArXiv CS.RO
AI Analysis
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Different evaluator, observation, and action conventions make robot-policy comparisons harder to standardize across benchmarks. The reported runtime also highlights how evaluation speed can limit the scale of testing.
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