HEby HuggingFace-Edge
SmolVLM-3B
33%Compact VLM that comfortably runs on a Jetson Orin Nano. The default 'on-device assistant for cameras' pick.
MultimodalApache-2.0INT8MIXEDvlmsmolcaptioning
184K downloads 6.4K deploymentsUpdated Apr 9, 2028
Headline:142ms · NVIDIA Jetson Orin Nano · INT8
HIL simulation runs
End-to-end runs of SmolVLM-3B in scenario rigs that match real customer conditions. Each tile is an actual playable HIL session — sustained throughput, in-sim accuracy, intervention counts, the whole trace.
48 FPS94.1% acc
Open
Medical · Surgical
Surgical assist · SmolVLM-3B
SmolVLM-3B×NNVIDIA Jetson Orin Nano
37 min runApr 9, 2028
24 FPS88.6% acc
Open
Industrial · Inspection
Factory inspection · SmolVLM-3B
SmolVLM-3B×NNVIDIA Jetson AGX Orin
70 min runApr 9, 2028
18 FPS90.4% acc
Open
Robotics · AMR
Warehouse amr · SmolVLM-3B
SmolVLM-3B×NNVIDIA Jetson Thor
61 min runApr 9, 2028
58 FPS92.8% acc
Open
Logistics · Apron
Airport baggage · SmolVLM-3B
SmolVLM-3B×QQualcomm QCS8550
32 min runApr 9, 2028
Pro tier opens up scenario authoring
Pro and Team customers can configure custom HIL scenarios — chain CARLA towns, drop in your own actor policies, and pin the exact downstream consumers your fleet runs. Enterprise extends this to dedicated rigs in the lab and on-prem replication.