Video Ecosystem and some ideas about video big data
Video Ecosystem and some
ideas about video big data
Trieu Nguyen - Head of Platform at Blueseed Digital
My personal email: email@example.com
1. Introduction to Video Ecosystem Mind Map
a. Video Streaming Platform
b. Video Ad Tech Platform
c. Video Player Platform
d. Video Content Distribution Platform
e. Video Analytics Platform
2. Summary of key ideas
3. Q & A
The value of video content
1. Retain user loyalty with multimedia content
2. Builds the volume of user traffic very fast
3. Delivers best content UX to your user
4. Give your business a wider marketplace
Visipedia, short for “Visual Encyclopedia,”
Visipedia, is a network of people and machines that is designed to harvest and organize visual information
and make it accessible to anyone anywhere ( https://visipedia.org )
Distributed computing resources.
E.g. Servers with/without GPUs.
Developers / Scientists
Users / Annotators / Analysts
How do we structure Visual Data processing?
Web, Streaming cameras
and other external sources
Set of images
Video / Dataset
TF object detection API,
CTPN, MTCNN, etc.
Regions are 2D bounding boxes on a frame and
can be generated via detectors / annotators or
provided via UI, REST API or pre existing
metadata. Regions also JSON and text
metadata. And can be “Materialized” as a
Open Images tags,
CRNN text recognition,
Async tasks are underlined
Each box is a data model
Each segment begins
at an I-type Keyframe
This enables parallel
video across multiple
machine in chunks.
Inception, vgg, facenet etc.
IndexEntries stores filenames of
numpy arrays containing
features and corresponding
Tubes are sequences of Regions.
Tubes can be used to represent
set of regions or frames or
segment for storing metadata
about “tracks”, “clips” etc.
Video, image, frame,
metadata stored in
Filesystem with images, videos, feature
vectors & models.
/ decoder /
Import / Ingest Scheduler for
Data-centric Architecture for Video Big Data
1. Video Streaming Market is really hot
2. Digital Video Platform is the key to
3. Big Data is “must-have” system for
“Video-First Business” → Video Big Data