Welcome to the Article Abstracts Repository! This repository serves as a collection of abstracts and summaries for various academic articles, research papers, and publications. The goal of this repository is to provide concise yet informative overviews of the articles, making it easier for researchers and enthusiasts to quickly grasp the key insights and findings from the original works.
The GitHub repository features a Awesome Image Enhancement that compiles numerous research papers, all dedicated to the advancement of image enhancement techniques, with a specific focus on addressing the challenges posed by low-light conditions. Each individual paper entry within the file includes crucial details such as:
- title of the paper
- year of publication
- publisher
- direct links to the paper's PDF and its corresponding implementation code (when applicable)
- overview of the methodology
- datasets used for evaluation and experimentation
- any relevant hardware specifications that were employed in the studies.
- A Simple Framework for Contrastive Learning of Visual Representations
- CrossViT: Cross-Attention Multi-Scale Vision Transformer for Image Classification
- Efficient hyperparameter optimization through model-based reinforcement learning
- UNETR: Transformers for 3D Medical Image Segmentation
- Swin-Unet Unet-like Pure Transformer for Medical Image Segmentation
- SwinIR: Image Restoration Using Swin Transformer
- ColonFormer: An Efficient Transformer-based Method for Colon Polyp Segmentation
- TransEM: Residual Swin-Transformer based regularized PET image reconstruction
- Zero-DCE: Zero-Reference Deep Curve Estimation for Low-Light Image Enhancement
- Learning a Simple Low-light Image Enhancer from Paired Low-light Instances
- Completing...
I encourage contributions from the community to enrich the repository with more abstracts and summaries. To contribute, follow these steps:
- Fork this repository to your GitHub account.
- Create a new branch for your contributions:
git checkout -b your-branch-name. - Write the abstract or summary in a clear and concise manner, adhering to the guidelines below.
- Save your file with the following format:
Title_of_the_Article.md(replace spaces with underscores). - Add the file to the appropriate category or create a new folder if needed.
- Commit your changes:
git commit -m "Add abstract for Title_of_the_Article". - Push to your forked repository:
git push origin your-branch-name. - Create a pull request to the main repository.
- The abstract should provide a brief overview of the article's main objectives, methodology, and key findings.
- Keep the abstract concise, ideally between 150 to 300 words.
- Avoid excessive technical jargon, but ensure the content is informative and accurately represents the original article.
- Include the title, authors, and publication details of the original article at the beginning of the abstract.
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