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This video is part of my "Modern Object Detection: from YOLO to transformers" series:    • Modern Object Detection: from YOLO to tran...  

It talks about Deformable Detr - recent development, originated in 2021, that adds to the foundation of the tricks of the trade that are used in most modern transformer-based object detection models.

Useful links:
Deformable Convolution paper, 2017: https://arxiv.org/pdf/1703.06211.pdf
Deformable Detr paper, 2021: https://arxiv.org/pdf/2010.04159.pdf
My previous video about DETR:    • Object Detection with Transformers (DETR)  

00:00 - Introduction
01:27 - Deformable Convolutions
05:20 - Deformable Convolutions: Offset Prediction
07:50 - Deformable Convolutions: Bilinear Interpolation
12:24 - Deformable Convolutions: Results
14:33 - Deformable Attention
17:06 - Deformable Self-Attention
19:32 - Deformable Cross-Attention
24:27 - MultiScale Deformable Attention
29:04 - Results & Next Up