Thanks for the reply Trevor.

Dino

> On Aug 5, 2022, at 2:56 PM, Trevor Darrell <[email protected]> wrote:
> 
> 
> 
> On Tue, Aug 2, 2022 at 1:16 PM Dino Farinacci <[email protected]> wrote:
> Dear Professors Darrell and Yu,
> 
> ...
> > Detections from each area are aggregated in algorithmically (location) 
> > addressable shards.
> > 
> > A consolidation process is applied to merge multiple detections from 
> > multiple points of view, varying time-stamps, and varying detection and 
> > localization errors. The consolidation process emerges the current state - 
> > enumeration of the condition of each grid tile aggregated by the shard. 
> > Both condition enumeration, data-clustering, and consolidation processing 
> > applied on network edge computers are aligned with BDD research.
> 
> One question, what if two detections, roughly at the same time, report 
> different visualizations? Is there a policy, such that if one detected 
> nothing and another detected an object, that you err on choosing there was an 
> object present?
> 
> 
> In general such policies are called "non-maximal suppression", and yes, it is 
> standard to include various heuristics and/or learned decision fusion 
> techniques to resolve unique detections.  While this is still somewhat an 
> area of research to perfect such techniques, they have been already widely 
> deployed for over a decade in e.g., vehicle and pedestrian detectors, both 
> within views and across multiple views.  Each vendor will likely implement a 
> specific policy at first, these policies will generally rely on the network 
> delivering as many samples as possible with minimal disruption to the same AI 
> context, ie EID in this case.
>  
> ...
> > Therefore we believe that [email protected] is the appropriate review venue for 
> > this draft.  Please do not hesitate to contact us for further discussion of 
> > this important topic.
> 
> That is great news. We will make sure we contact you if we need any questions 
> answered about the use-case. But Sharon is very fluent with the use-case so 
> he answers most of our questions.
> 
> Cheers and thanks again,
> Dino
> 
> 
> Thanks/Cheers
> t
>  

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