From 3103fe81ce13ab8aa83fd4ad477603d10deb79ad Mon Sep 17 00:00:00 2001 From: Ruslan Baikulov Date: Sat, 18 Nov 2023 13:32:50 +0300 Subject: [PATCH] docs: Add round corners for images with white background --- README.md | 4 ++-- data/readme_images/architecture.png | Bin 703137 -> 688056 bytes data/readme_images/softplus.png | Bin 52885 -> 51347 bytes 3 files changed, 2 insertions(+), 2 deletions(-) diff --git a/README.md b/README.md index 8f05540..67aa703 100644 --- a/README.md +++ b/README.md @@ -36,12 +36,12 @@ In the following sections, we will delve deeper into each part of the architectu ### Core -The first layer of the module is the stem. It's a point-wise convolution for increasing the number of channels, followed by batch normalization. +The first layer of the module is the stem. It's a point-wise 3D convolution for increasing the number of channels, followed by batch normalization. The rest of the core consists of inverted residual blocks [^2][^3] with a `narrow -> wide -> narrow` channel structure. #### Techniques -Several methods were added to the inverted residual block: +Several methods were added to the inverted residual block rewritten in 3D layers: * **Absolute Position Encoding** [^4] - summing the encoding to the input of each block allows convolutions to accumulate position information. It's quite important because of the subsequent spatial pooling after the core. * **Factorized (2+1)D convolution** [^5] - 3D depth-wise convolution was replaced with a spatial 2D depth-wise convolution followed by a temporal 1D depth-wise convolution. There are spatial convolutions with stride two in some blocks to compress output size. * **Shortcut Connections** - completely parameter-free residual shortcuts with three operations: diff --git a/data/readme_images/architecture.png b/data/readme_images/architecture.png index 9ce46b24b1c2030766c8621dee99eda2eede7a61..a84298345df4c6c49571b7a49e214ec7e86c4b36 100644 GIT binary patch literal 688056 zcmdqJg;$kpyFI*UMI;32ZjkOS0VSkFrKL-d?gr_SQo2h40i~o%kPrkF5RgU?kna4h z^`3X1F@F2}2j3cQb;IIW&vV~b%xlhh8>yjo?BAzeJHeLtPMG5zKs3DJr^PPS0`Mta@#3p}Z`ljP{y;U_+w_TjTx6D-~=`QwfpH z-X@>;CJ)4TDQo%l86RU2|p3}_Kr)U+OqQn}Zn0*H!7ad#AD>|26ye3jY{Nj$=ar*}|Xj~qFc`SGNn4VydE@5NLUBtAq zVd2c6&I?x7k4dS~1md`*G@{_*236BrRGu|Am3*iV7_K=zLvbN=E+MEt8Ha7bG*!7L z4}Zez{{Bhm!zOD-baf1-~9||HplN7#)<*M{R0c+*PEo=(J=Dx`{1cDZ!BrmJ& zIl1x6!;{Ej9CO>}oA^taYcFuMP)DQXZh0rLmzJ{9vTG6HAHOVSy>_3_mjHzT|IZ6% z!S5P!Hy+4cqst>i{bMhjQP;G0K|uInW6&~bqj;umeF61%nwRCSYVpQUnv40@yZA4P z5tt~eIJsvj6pF`Q=Va 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