The goal of the Kinetics dataset is to help the computer vision and machine learning communities advance models for video understanding. Given this large human action classification dataset, it may be possible to learn powerful video representations that transfer to different video tasks.
| Feature | Separate PMS | UltimatePOS + HMS | | :--- | :--- | :--- | | Unified inventory (rooms + products) | No | ✅ Yes | | Restaurant POS integration | Manual posting | ✅ Auto-post to room | | Staff permission control | Limited | ✅ Granular (UltimatePOS roles) | | Accounting & P&L reports | Separate export | ✅ Real-time unified reports | | Cost | High monthly fee | ✅ One-time module + low core cost |
Billing & Invoicing
Maintaining two separate software subscriptions is expensive. By adding a module to your existing POS, you save on licensing fees and IT maintenance costs. How it Boosts Your ROI
UltimatePOS is renowned for its robust inventory and sales management capabilities. The HMS module builds upon this foundation, adding specific features required for accommodation providers. It eliminates the need for standalone, expensive hotel software by bringing front-desk operations directly into the interface your staff already knows how to use.
| Feature | Separate PMS | UltimatePOS + HMS | | :--- | :--- | :--- | | Unified inventory (rooms + products) | No | ✅ Yes | | Restaurant POS integration | Manual posting | ✅ Auto-post to room | | Staff permission control | Limited | ✅ Granular (UltimatePOS roles) | | Accounting & P&L reports | Separate export | ✅ Real-time unified reports | | Cost | High monthly fee | ✅ One-time module + low core cost |
Billing & Invoicing
Maintaining two separate software subscriptions is expensive. By adding a module to your existing POS, you save on licensing fees and IT maintenance costs. How it Boosts Your ROI
UltimatePOS is renowned for its robust inventory and sales management capabilities. The HMS module builds upon this foundation, adding specific features required for accommodation providers. It eliminates the need for standalone, expensive hotel software by bringing front-desk operations directly into the interface your staff already knows how to use.
1. Possible to use ImageNet checkpoints?
We allow finetuning from public ImageNet checkpoints for the supervised track -- but a link to the specific checkpoint should be provided with each submission.
2. Possible to use optical flow?
Flow can be used as long as not trained on external datasets, except if they are synthetic.
hms hotel management system module for ultimatepos
3. Can we train on test data without labels (e.g. transductive)?
No.
| Feature | Separate PMS | UltimatePOS +
4. Can we use semantic class label information?
Yes, for the supervised track.
The HMS module builds upon this foundation, adding
5. Will there be special tracks for methods using fewer FLOPs / small models or just RGB vs RGB+Audio in the self-supervised track?
We will ask participants to provide the total number of model parameters and the modalities used and plan to create special mentions for those doing well in each setting, but not specific tracks.