In this video, I explain why position embedding is required in vision transformers, what's the limitation of using absolute position embedding, and how relative position bias can improve that.
Table of Content:
00:00 Permutation Equivariance
01:12 Absolute Position Embedding
02:42 Limitation of absolute positions
03:56 Relative Position Bias intuition
07:57 Relative Position Bias in theory
12:53 PyTorch Implementation
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