Industrial
Autonomous Chemical Line Handoff and Material Movement
Robots and software agents that move materials between chemical production steps without manual handling.
Named Models
The research names no model for this use case.
Where this comes from
Models the research names for this use case. Research, with sources on each model record.
Who Runs It
No deployment is recorded for this use case.
Where this comes from
Documented uses by named organisations. The evidence column says who made the claim.
Candidate Models
COCO val
A general benchmark for this model class, not a test on this use case. Object detection and segmentation AP (mAP50-95). Higher is better. Showing 10 of 11.
RF-DETR 2XLRoboflow vendor-reported60.1
YOLO26xUltralytics vendor-reported57.5YOLO26lUltralytics vendor-reported55
D-FINEUniversity of Science and Technology of China (USTC), Institute of Artificial Intelligence, Hefei Comprehensive National Science Center independent55RF-DETR MRoboflow vendor-reported54.7YOLO26mUltralytics vendor-reported53.1RF-DETR SRoboflow vendor-reported52.9YOLO26sUltralytics vendor-reported48.6YOLO11Ultralytics independent48.3RF-DETR NRoboflow vendor-reported48050100
Nemotron-SEA-LION-v4.8-120B-A12BAI Singapore, LLMReleasedSep 2026open weightsIndonesian statedhas scoreslast 18 monthsNemotron-SEA-LION-v4.8-30B-A3BAI Singapore, LLMReleasedSep 2026open weightsIndonesian statedhas scoreslast 18 monthsQwen-SEA-LION-v4.5-27B-ITAI Singapore, LLMReleasedMay 2026open weightsIndonesian statedhas scoreslast 18 months
Qwen3.6-35B-A3BAlibaba (Qwen), LLMReleasedApr 2026open weightsruns on edgehas scoreslast 18 monthsYOLO26lUltralytics, visionReleasedJan 2026open weightsruns on edgehas scoreslast 18 monthsYOLO26mUltralytics, visionReleasedJan 2026open weightsruns on edgehas scoreslast 18 monthsYOLO26nUltralytics, visionReleasedJan 2026open weightsruns on edgehas scoreslast 18 monthsYOLO26sUltralytics, visionReleasedJan 2026open weightsruns on edgehas scoreslast 18 months
Nemotron 3 SuperNVIDIA, LLMReleased2026open weightsIndonesian statedhas scoreslast 18 monthsNemotron 3.5 Lightning 30B-A3BNVIDIA, LLMReleased2026open weightsIndonesian statedhas scoreslast 18 monthsShowing 10 of 1107. All models of this class
Where this comes from
Derived, not researched: models in the directory whose class matches a class this use case uses, excluding family records and models shut down or deprecated. Ranked by how many fit facts they meet, then by release date. Each fit fact is read from the model record.
Links
Modelsnone recorded
Who Runs Itnone recorded
Sources
- deloitte.com/content/dam/assets-zone3/us/en/docs/services/... https://www.deloitte.com/content/dam/assets-zone3/us/en/docs/services/consulting/2026/ai-use-cases-eri-2026.pdf
To cite this page: Project AURION, AI Use-Cases Research & Innovation, "Autonomous Chemical Line Handoff and Material Movement", https://aurion.semai.id/usecases/ind-autonomous-material-handoff/, records of October 2026.