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Is YOLOR Better and Faster than YOLOv4?

Introduction

The YOLOR paper that I have defaced with my highlighter.[1]

Explicit and Implicit Knowledge

The Unified Model

The Magic that is known as the Unified Model[1]
Netwrok and wroll!!! — Authors of the Paper, I found a typo :P

Explicit Deep Learning

Implicit Deep Learning

Manifold Space Reduction [1]
 
Kernel (Sanders) Space Alignment[1]
I need more and less functions at the same time![1]

Applying Implicit Knowledge into the Unified Network

I like the way the error is modeling. [1]

Modelling Implicit Knowledge

My Linear Algebra is coming back to me — Implicit Knowledge Installed [1]

Training

Experiments

Look at the nice colors of the Architecture :D. [1]
El COCO (LOCO) Dataset

Implicit Knowledge for Object Detection

I have no idea what this means, but it looks cool :P [1]

Results

Are you NOT IMPRESSED!!
Looks Legit

Concluding Remarks

Seemed fitting to put this diagram in again.
https://augmentedstartups.info/YOLOR-Get-Started

References

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