From cf48522037c2bdf43ad7b3a5fb1cea6f7a6d1f58 Mon Sep 17 00:00:00 2001 From: keyu-tian Date: Tue, 21 Mar 2023 17:26:38 +0800 Subject: [PATCH] [upd] README.md; upload the PPT slides --- README.md | 15 ++++++++------- pretrain/viz_reconstruction.ipynb | 26 ++++---------------------- 2 files changed, 12 insertions(+), 29 deletions(-) diff --git a/README.md b/README.md index dad08f8..dbfdd40 100644 --- a/README.md +++ b/README.md @@ -1,4 +1,4 @@ -# SparK: the first successful BERT/MAE-style pretraining on any convolutional networks  [![Reddit](https://img.shields.io/badge/Reddit-🔥%20120k%20views-b31b1b.svg?style=social&logo=reddit)](https://www.reddit.com/r/MachineLearning/comments/10ix0l1/r_iclr2023_spotlight_the_first_bertstyle/) [![Twitter](https://img.shields.io/badge/Twitter-🔥%2020k%2B120k%20views-b31b1b.svg?style=social&logo=twitter)](https://twitter.com/keyutian/status/1616606179144380422) +# SparK: the first successful BERT/MAE-style pretraining on *any* convolutional networks  [![Reddit](https://img.shields.io/badge/Reddit-🔥%20120k%20views-b31b1b.svg?style=social&logo=reddit)](https://www.reddit.com/r/MachineLearning/comments/10ix0l1/r_iclr2023_spotlight_the_first_bertstyle/) [![Twitter](https://img.shields.io/badge/Twitter-🔥%2020k%2B120k%20views-b31b1b.svg?style=social&logo=twitter)](https://twitter.com/keyutian/status/1616606179144380422) This is the official implementation of ICLR paper [Designing BERT for Convolutional Networks: ***Spar***se and Hierarchical Mas***k***ed Modeling](https://arxiv.org/abs/2301.03580). We've tried our best to make the codebase clean, short, easy to read, state-of-the-art, and only rely on minimal dependencies. @@ -21,7 +21,8 @@ We've tried our best to make the codebase clean, short, easy to read, state-of-t ## 🔥 News -- The share on [TechBeat (将门创投)](https://www.techbeat.net/talk-info?id=758) is scheduled on **Mar. 16th (UTC+0 12am)** too! [[`📹Recorded Video`](https://www.techbeat.net/talk-info?id=758)] +- On **Mar. 22nd (UTC+8 8pm; UTC+0 12am)** another livestream would be held at [极市平台-bilibili](https://live.bilibili.com/3344545). +- The share on [TechBeat (将门创投)](https://www.techbeat.net/talk-info?id=758) is scheduled on **Mar. 16th (UTC+8 8pm)** too! [[`📹Recorded Video`](https://www.techbeat.net/talk-info?id=758)] - We are honored to be invited by Synced ("机器之心机动组 视频号" on WeChat) to give a talk about SparK on **Feb. 27th (UTC+0 11am, UTC+8 7pm)**, welcome! [[`📹Recorded Video`](https://www.bilibili.com/video/BV1J54y1u7U3/)] - This work got accepted to ICLR 2023 as a Spotlight (notable-top-25%). - Other articles: [[`Synced`](https://syncedreview.com/2023/01/19/bert-style-pretraining-on-convnets-peking-u-bytedance-oxford-us-sparse-masked-modelling-with-hierarchy-leads-the-way/)] @@ -36,13 +37,13 @@ We've tried our best to make the codebase clean, short, easy to read, state-of-t [[`ReadPaper笔记`](https://readpaper.com/paper/4710371282714116097)] -## 📺 Video demo +## 📺 Video demo (ppt slides attached to [slides-animations-demo](https://github.com/keyu-tian/SparK/releases/tag/file_sharing)) https://user-images.githubusercontent.com/6366788/213662770-5f814de0-cbe8-48d9-8235-e8907fd81e0e.mp4 ## 🕹️ CoLab Visualization Demo -Check [pretrain/viz_reconstruction.ipynb](pretrain/viz_reconstruction.ipynb) which visualizes the reconstruction of SparK pre-trained models, like: +Check [pretrain/viz_reconstruction.ipynb](pretrain/viz_reconstruction.ipynb) for visualizing the reconstruction of SparK pre-trained models, like:

@@ -92,14 +93,14 @@ We also provide [pretrain/viz_spconv.ipynb](pretrain/viz_spconv.ipynb) that show - [ ] Weights in `timm` -## Pre-trained weights +## SparK Pre-trained weights **Note: for network definitions, we directly use `timm.models.ResNet` and [official ConvNeXt](https://github.com/facebookresearch/ConvNeXt/blob/048efcea897d999aed302f2639b6270aedf8d4c8/models/convnext.py).** -`reso.`: the image resolution; `acc@1`: IN1k fine-tuned acc (top-1) +`reso.`: the image resolution; `acc@1`: ImageNet-1K fine-tuned acc (top-1) -| arch. | reso. | acc@1 | #params | flops | weights on google drive | +| arch. | reso. | acc@1 | #params | flops | SparK pre-trained weights (self-supervised) | |:--------------:|:-----:|:-----:|:-------:|:------:|:------------------------------------------------------------------------------------------------------------------------------------------| | ResNet50 | 224 | 80.6 | 26M | 4.1G | [resnet50_1kpretrained_timm_style.pth](https://drive.google.com/file/d/1H8605HbxGvrsu4x4rIoNr-Wkd7JkxFPQ/view?usp=share_link) | | ResNet101 | 224 | 82.2 | 45M | 7.9G | [resnet101_1kpretrained_timm_style.pth](https://drive.google.com/file/d/1ZwTztjU-_rfvOVfLoce9SMw2Fx0DQfoO/view?usp=share_link) | diff --git a/pretrain/viz_reconstruction.ipynb b/pretrain/viz_reconstruction.ipynb index 1b023db..f34f6ba 100644 --- a/pretrain/viz_reconstruction.ipynb +++ b/pretrain/viz_reconstruction.ipynb @@ -226,34 +226,16 @@ "## 6. Run SparK with a random mask" ] }, - { - "cell_type": "code", - "execution_count": 7, - "id": "e775c9ab", - "metadata": {}, - "outputs": [ - { - "data": { - "image/png": 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\n", - "text/plain": [ - "

" - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], - "source": [ - "show(spark, 'viz_imgs/recon.png', active_b1ff=None)" - ] - }, { "cell_type": "code", "execution_count": null, "id": "e5c22039", "metadata": {}, "outputs": [], - "source": [] + "source": [ + "# use a random mask (don't specify the mask)\n", + "show(spark, 'viz_imgs/recon.png', active_b1ff=None)" + ] } ], "metadata": {