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Description
FIRM is a benchmark for industrial flexible-object robot manipulation grounded in real-world industrial data. The benchmark focuses on manipulation tasks involving mixed-stiffness objects, including instruction manuals, power cables, sponge pads, tapes, and cardboard components. It was created by firm-review and last updated on 2026-05-19.
Use Cases
Training robot manipulation models based on tasks involving bending and slipping objects
Benchmarking robotic control algorithms based on interactions with mixed-stiffness objects like cables and tapes
Developing simulation-to-real transfer methods based on real-world industrial data for flexible-rigid contact scenarios
Strengths
Grounded in real-world industrial data, providing a realistic testbed.
Focuses on a specific, challenging domain of mixed-stiffness object manipulation.
Limitations
Column-level documentation is absent; field semantics must be inferred after download.
Row count is unknown, which may limit suitability assessment.
Description metadata is limited; actual data quality requires manual inspection after download.
Provenance
Source
firm-review on Hugging Face
Collection Method
Likely collected from real-world industrial settings, though the specific method is not detailed.
Freshness
Last updated 2026-05-19 11:44:01.
License is unknown; users must verify terms before use.