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Morylov Yehor

Data Science Team Lead at Limpid Armor
How we developed safety
violations detection system
Our Challenges
" Real-time performance
" False positive & metrics
" Very small objects
" Image quality problems
" Preinstalled ip cameras
Roadmap
APRI
L
AUGUST OCTOBER
starting
point
pilot
start
pilot
release
First prototype
Classic Computer Vision?
Current Version
NDA ¯_(ツ)_/¯
How it looks today
Alerts monitoring
" Detectron
( https://github.com/roytseng-tw/Detectron.pytorch)
" Mmdetection
(https://github.com/open-mmlab/mmdetection)
" Pytorch-toolbelt
(https://github.com/BloodAxe/pytorch-toolbelt)
" Catalyst
(https://github.com/catalyst-team/catalyst)
Detection frameworks
Dataset Preparation
" Preparing dataset from scratch
" LabelBox + Supervisely
" Keyframe interpolation
" Pseudo-labeling
" Augmentations and GANs
" Data Version Control
(dvc.org)
" LOD labeling
Training Optimization
" Knowledge Distillation
" Pruning
" Model Tweaks
" Adversarial Validation
" Guided Anchoring
How to interpret neural network results?
Overfit?
Inference Optimization
" Frame drop + Kalman Filter
" FP16
" JIT Pytorch + libtorch
" Nvidia DeepStream
" Vertical/horizontal layers merging
" TensorRT + ONNX
Our Team
Design Team Lead
UI/UX designer
Lead Data Annotator
Data Annotator
Data Annotator
Data Science Team Lead
Computer Vision Engineer
Deep Learning Engineer
Computer Vision Engineer
" Pose Recognition
" Classic activity detection
" Global positioning
Further R&D
Questions?

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