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. 2024 Nov 21;19:168. doi: 10.1186/s13014-024-02554-y

Table 1.

Comparative table of the different technical aspects between the 8 artificial intelligence systems

Limbus Thera-panacea Mvision Mirada Rad-formation Raysearch Varian siemens MIM
Functionality
Algorithm type Deep learning Deep learning Deep learning Deep learning Deep learning Deep learning Deep learning Deep learning
Version 1.7.0 1.11.2 1.2.3 1.8.6.44363 2.0.19 12A A50a 7.2.7
Automatic contouring (via Dicom tag) Yes Yes Yes No Yes Yes Yes Yes
Based on international contouring guidelines Yes Yes Yes Yes Yes Yes Yes Yes
Contouring time(min) 1–3 1–2 (up to 10) 1–10 15 0.30 1–2 1–2  < 1–10
Settings
Changes the name, color and order of structures Yes Yes Yes Yes Yes Yes Yes Yes
Contouring 1 cut/2 Yes No Yes Yes Next version No No Yes
Segmentation of prostheses Next version No Yes No No No No No
Generation of templates with empty structures Yes No Yes Yes Yes Yes Yes Yes
Generation of structures with margins/Boolean operation Next version Yes Yes Yes Yes Yes Yes Yes
Software language EN/FR/DE/Eb EN/FRb EN/FRb ENb ENb ENb 7 languages ​​including EN/FR/DEb EN/FRb
Hardware
Cloud version No Yes Yes Yes Yes No Yes Yes
Data anonymization No Yes Yes Yes Yes No Yes Yes
Locally installed Yes Yes Yes Yes No Yes Yes Yes
Hardware requirements

Works on a local PCc

Windows 10

No GPUd card needed

Can be installed on a computer virtual machine

Server

Intel/AMD × 86 processor

2 GBe RAMf

Hard disk 32 GBe HDD/SSDg

Server (with remote access, with citrix access, with thin or thick clients)

CPU⁸-based

Google Cloud server

Server

Multi-software physical server or virtualized server

Windows environment

Server
Technical needs
Can be used on several sites Yes Yes Yes Yes Yes Yes Yes Yes
Update 4 per year 2–3 per year 2 per year No 2–3 per year 1 per year 1–2 per year 2–3 per year

Installation

Formation

Technical support

Online or onsite training

24h technical support

User training

Response in 6 working hrs

Online technical support

User training

Hotline in France

Onsite or video training

Technical support via email and hotline

Video training

Hotline

European technical support by email

-On-site training

- On-site installation with local ITa⁰ team

Support by IT11 technical team

Large hotline

Online training

On-site training in French

Technical support available and responsive

aVersion A50 teamplay Organs RT (pre-release version); bEN/FR/DE/E: English/French/German/Español; cPersonal Computer; dGraphics Processing Unit; eGigabytes; fRandom Access Memory; gHard Disk Drive/Solid State Srive; hCentral Processing Unit; iInformation Technology