arXiv Open Access 2023

Dual PatchNorm

Manoj Kumar Mostafa Dehghani Neil Houlsby
Lihat Sumber

Abstrak

We propose Dual PatchNorm: two Layer Normalization layers (LayerNorms), before and after the patch embedding layer in Vision Transformers. We demonstrate that Dual PatchNorm outperforms the result of exhaustive search for alternative LayerNorm placement strategies in the Transformer block itself. In our experiments, incorporating this trivial modification, often leads to improved accuracy over well-tuned Vision Transformers and never hurts.

Topik & Kata Kunci

Penulis (3)

M

Manoj Kumar

M

Mostafa Dehghani

N

Neil Houlsby

Format Sitasi

Kumar, M., Dehghani, M., Houlsby, N. (2023). Dual PatchNorm. https://arxiv.org/abs/2302.01327

Akses Cepat

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Informasi Jurnal
Tahun Terbit
2023
Bahasa
en
Sumber Database
arXiv
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Open Access ✓