- #PINNACLE STUDIO 20 DETECT SCENES MANUAL#
- #PINNACLE STUDIO 20 DETECT SCENES FULL#
- #PINNACLE STUDIO 20 DETECT SCENES SOFTWARE#
From this point, models could be promoted to production to be used as the primary scoring model.
#PINNACLE STUDIO 20 DETECT SCENES FULL#
In this architecture the pipelines would first run against simplified datasets for PRs, then after merging, they would run full training pipelines and train the various models. We created an architecture with training pipelines for MLOps (Machine Learning Operations) to efficiently maintain, train, and deploy models. These three workstreams extract out the audio and visual cues from the raw video and compile those into a final report which identifies “action” and “cut” at the various timestamps within the video.Īnd to tie the above services together we used Azure Machine Learning to run training and scoring pipelines for the various cognitive services. In the scoring pipeline there are three workstreams: audio, vision, and metadata extraction. Here is a look at the final scoring pipeline process. We decided to proceed with the following services for the final solution:
#PINNACLE STUDIO 20 DETECT SCENES SOFTWARE#
This project is a co-engineering collaboration between WarnerMedia and Microsoft’s Commercial Software Engineering for identifying action and cut sequences within media for archival purposes. There is a cost associated with storing unnecessary content, especially when we are dealing with terabytes and petabytes of data.
#PINNACLE STUDIO 20 DETECT SCENES MANUAL#
It’s an expensive manual process to identify which portions of content can be archived and/or discarded and 2. When digital dailies are produced all the data is permanently archived, however there is a portion of that content that should either be long-term archived or completely discarded. This footage filmed each day is known as ‘digital dailies’.Īrchival of digital dailies is a manual and time-consuming process. In media companies, like WarnerMedia, footage filmed for the entire day include ‘takes’ of various scenes or footage types as well as footage before and after each take.