Awesome-Image-Inpainting
ABigSurvey
| Awesome-Image-Inpainting | ABigSurvey | |
|---|---|---|
| 3 | 1 | |
| 1,736 | 1,951 | |
| - | 1.5% | |
| 2.7 | 3.8 | |
| 3 months ago | about 1 month ago | |
| Python | ||
| - | GNU General Public License v3.0 only |
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Awesome-Image-Inpainting
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MagicEdit: High-Fidelity Temporally Coherent Video Editing
I have been reading a lot of adjacent papers to this recently. Here is a useful collection for anyone interested: https://github.com/zengyh1900/Awesome-Image-Inpainting
I have noticed an overwhelming trend that the vast majority of authors tend to be Chinese sounding names even when associated with an US based university. Obviously some of those could be Americans as well but it stood out to such a degree I was curious if anyone had any insight.
Also if there is code (this projects links to github but it's empty), it tends to be basically abandonware once these papers are published with no effort towards commercializing or turning into healthy open source projects for some reason.
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Implemented approaches to reconstructing missing parts in an image
Image in-painting is the keyword I think you are looking for. This github repo has a bunch of links to different implementations.
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[Research] NN to extrapolate painting
I am not an expert on this, but this repo lists the latest Image Inpainting methods https://github.com/1900zyh/Awesome-Image-Inpainting.
ABigSurvey
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Becoming a ML/DL researcher
Find out a couple of survey papers (e.g., https://github.com/NiuTrans/ABigSurvey) and start reading them. Don't go into the details at first. Develop a broader picture - what is important, why is it important, is it worth applying ML to that topic, and most importantly if given that problem how would you approach it.
What are some alternatives?
DeepMosaics - Automatically remove the mosaics in images and videos, or add mosaics to them.
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start-machine-learning - A complete guide to start and improve in machine learning (ML), artificial intelligence (AI) in 2024 without ANY background in the field and stay up-to-date with the latest news and state-of-the-art techniques!
ProPainter - [ICCV 2023] ProPainter: Improving Propagation and Transformer for Video Inpainting
GNNPapers - Must-read papers on graph neural networks (GNN)
awesome-ml4co - Awesome machine learning for combinatorial optimization papers.
PEN-Net-for-Inpainting - [CVPR'2019] PEN-Net: Learning Pyramid-Context Encoder Network for High-Quality Image Inpainting
StableVideo - [ICCV 2023] StableVideo: Text-driven Consistency-aware Diffusion Video Editing