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).
Each day I will go through popular computer vision papers, mostly with GANs. I will add:
- Annotated Paper with a quick summary
- 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.
- 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.
- (Future Plan) Short Video-Paper Walkthrough & Implementation
- 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
- 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.
- 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.
I successfully completed my 30 day paper reading challenge. From now onwards, I will add annotated papers within a few days. Happy Learning. ๐
S.N. | Paper Name | Annotated Paper Link | Post Link | Implementation Code | Collab Notebook |
---|---|---|---|---|---|
35 | (ConvNeXT-2022) | Annotated ConvNeXT Paper | Official PyTorch Implementation | ||
36 | (FastGAN- ICLR 2021) | Annotated FastGAN Paper | Official PyTorch Implementation | ||
37 | (One-Shot GAN - CVPR 2021) | Annotated One-Shot GAN Paper | - | ||
37 | (FewShot Image2ImageTranlation - ICCV 2019) | Annotated FUNIT GAN Paper | Official PyTorch Implementation |
S.N. | Paper Name | Annotated Paper Link | Post Link | Implementation Code | Extra Resource |
---|---|---|---|---|---|
38 | Yolov1-2015 | Annotated Yolov1 Paper | - | CVPR Paper Presentation |
|
39 | Mask-RCNN-2017 | Annotated Mask-RCNN Paper | Mask-RCNN official Implementation | ICCV Paper Presentation |
|
40 | U-Net 2015 | Annotated U-Net Paper | Scratch U-Net Paper Implementation | Paper Presentation |
S.N. | Paper Name | Annotated Paper Link | Post Link | Implementation Code | Extra Resource |
---|---|---|---|---|---|
41 | DDPM-2020 | Annotated DDPM Paper | - | - | |
Thanks for Reading๐๐๐ |