Deep Learning Paper Reading - Annotation, Summary & Scratch Implementation

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On January 1, 2022, I started this challenge. I intend to go through the computer vision and basic GAN papers first, learning the fundamental principles, and then go on to some of the more recent gans and related concepts. I plan to provide an annotation document as well as a synopsis of each article I read and scratch implementation of each paper (if possible).

What will you do during the challenge?

Each day I will go through popular computer vision papers, mostly with GANs. I will add:

1. Annotated Paper with a quick summary
2. Scratch implementation with PyTorch or Tensorflow (if possible). I'll do my best to make it as straightforward and understandable as possible. It's important to note that some of the paper implementation may take a few days.
3. Some papers go into great detail on the . If I can manage my time. You may follow me there to make sure you don't miss a new post.
4. (Future Plan) Short Video-Paper Walkthrough & Implementation

Where you Post?

• I'm making a post on LinkedIn with short summary on paper each day. You may remain up to date by following me.
• Annotated Paper : Annoted Research Papers GitHub Repo
• Scratch Implementation: Deep learning Paper Scratch Implementation

Do you already have a list of papers to read?

• No, I don't. I simply look for one that interests me and read it the same day. If you come across other intriguing paper, you can suggest it to me.

Can I contribute to this list?

• Yes, of course. Kindly email me [Sushant Gautam][ [email protected] ] or send a pull request at Annoted Research Papers GitHub Repo for annotated paper and Deep learning Paper Scratch Implementation for scratch Implementation of paper.

Comments, suggestions, and corrections are welcome.

PS: If there is any error, Kindly email me.

Day	Paper Name	Annotated Paper Link	Post Link	Implementation Code	Collab Notebook
1	Pix2Pix	Pix2Pix Paper Annotated	LinKedIn	PyTorch Code
2	CycleGAN	CycleGAN Paper Annotated -- Scratch Implementation-PyTorch	LinKedIn	PyTorch Code
3	Neural Style Transfer	Neural Style Transfer Paper Annotated -- Scratch Implementation-PyTorch	LinkedIn -- Detail On Medium Post	Implementations
4	Info GAN	INFO GAN Paper Annotated	LinkedIn	TensorFlow(Outdated) PyTorch
5	AC-GAN	AC-GAN Paper Annotated	LinkedIn	Implementations
6	ProGAN	ProGAN Paper Annotated	LinkedIn	Tensorflow2
7	ProGAN	ProGAN Paper Implementation & HOW ProGAN WOKS - Medium Post	LinkedIn	PyTorch
8	SRGAN	SRGAN Annotated Paper	LinkedIn	PyTorch - Official
9	StyleGAN	StyleGAN Annotated Paper	LinkedIn	Tensorflow - Official
10	StyleGAN	StyleGAN Annotated Paper - StyleGAN Paper Implementation	LinkedIn	Simple Implementation
11	BigGAN	BigGAN Annotated Paper	LinkedIn	PyTorch
12	TextToImage GAN	TextToImage GAN Annotated Paper	LinkedIn	PyTorch
13	StackGAN	StackGAN Blog Post	LinkedIn	PyTorch Official Implementation
14	SinGAN	SinGAN Blog Post	LinkedIn	PyTorch Official Implementation	Notebook
15	BiGAN	BiGAN Annotated Paper	LinkedIn	Official Implementation
16	Face Completion GAN (CVPR 2017)	Face Completion GAN Annotated Paper	LinkedIn	--
17	3D-GAN (NIPS 2016)	3D-GAN Annotated Paper	LinkedIn	PyTorch Implementation
18	WassersteinGAN (ICLR 2017)	WassersteinGAN Annotated Paper	LinkedIn	PyTorch Implementation
19	WGAN-GP (NIPS 2017)	WGAN-GP Annotated Paper	LinkedIn	Tensorflow Official Implementation
20	StarGAN (CVPR 2018)	StarGAN Annotated Paper	LinkedIn	PyTorch Official Implementation
21	FashionGAN (ICCV-2017)	FashionGAN Annotated Paper	LinkedIn	PyTorch Official Implementation
22	DiscoGAN (ICML-2017)	DiscoGAN Annotated Paper	LinkedIn	PyTorch Official Implementation
23	LSGAN (ICCV-2017)	LSGAN Annotated Paper	LinkedIn	--
24	Pose Guided Person Image Generation (NIPS-2017)	PG2GAN Annotated Paper	LinkedIn	--
25	Generating Videos with Scene Dynamics (NIPS-2016)	Annotated Paper	LinkedIn	Official PyTorch Implementation
26	Sketch Your Own GAN (ICCV-2021)	Annotated SketchGAN Paper	LinkedIn	Official PyTorch Implementation
27	DatasetGAN (CVPR-2021)	Annotated DatasetGAN Paper	LinkedIn	Official PyTorch Implementation
28	GauGAN (CVPR-2019)	Annotated GauGAN Paper	LinkedIn	Official PyTorch Implementation
29	GFP-GAN (CVPR-2021)	Annotated GFP-GAN Paper	LinkedIn	Official PyTorch Implementation
30	ReMix (CVPR-2021)	Annotated ReMix Paper	LinkedIn	--
31	WGAN & WGANGP Paper Implementation	WGAN Annotated Paper & WGAN-GP Annotated Paper	LinkedIn	Simple WGAN Implementation & Simple WGANGP Implementation
32	(LoGANv2-2019)	Annotated LoGANv2 Paper	LinkedIn	Tensorflow Implementation
33	(ViT-2021)	Annotated Vision Transformer Paper	LinkedIn	Official PyTorch Implementation
34	(i-GPT ICML-2020)	Annotated i-GPT Paper	LinkedIn	Official PyTorch Implementation
-	-	𝐓𝐡𝐞 𝐜𝐨𝐦𝐩𝐢𝐥𝐚𝐭𝐢𝐨𝐧 𝐨𝐟 𝐬𝐮𝐦𝐦𝐚𝐫𝐢𝐳𝐞𝐝 𝟑𝟏 𝐩𝐚𝐩𝐞𝐫𝐬 𝐨𝐧 𝐜𝐨𝐦𝐩𝐮𝐭𝐞𝐫 𝐯𝐢𝐬𝐢𝐨𝐧 (𝐟𝐫𝐨𝐦 𝐆𝐀𝐍𝐬 𝐭𝐨 𝐕𝐢𝐬𝐢𝐨𝐧 𝐓𝐫𝐚𝐧𝐬𝐟𝐨𝐫𝐦𝐞𝐫𝐬):	Link	-

I successfully completed my 30 day paper reading challenge. From now onwards, I will add annotated papers within a few days. Happy Learning. 😄

S.N.	Paper Name	Annotated Paper Link	Post Link	Implementation Code	Collab Notebook
35	(ConvNeXT-2022)	Annotated ConvNeXT Paper	LinkedIn	Official PyTorch Implementation
36	(FastGAN- ICLR 2021)	Annotated FastGAN Paper	LinkedIn	Official PyTorch Implementation
37	(One-Shot GAN - CVPR 2021)	Annotated One-Shot GAN Paper	LinkedIn	-
37	(FewShot Image2ImageTranlation - ICCV 2019)	Annotated FUNIT GAN Paper	LinkedIn	Official PyTorch Implementation

Object Detection & Segmentation Series:

S.N.	Paper Name	Annotated Paper Link	Post Link	Implementation Code	Extra Resource
38	Yolov1-2015	Annotated Yolov1 Paper	LinkedIn	-	CVPR Paper Presentation
39	Mask-RCNN-2017	Annotated Mask-RCNN Paper	LinkedIn	Mask-RCNN official Implementation	ICCV Paper Presentation
40	U-Net 2015	Annotated U-Net Paper	LinkedIn	Scratch U-Net Paper Implementation	Paper Presentation

Thanks for Reading🎉🎉🎉