Synthetic Image Detection

The SuSy Dataset combines authentic photographs and AI-generated images designed for training and evaluating synthetic image detection models. It contains over 25,000 images from six different sources, including real-world photographs from COCO and synthetic images created by state-of-the-art diffusion models such as DALL-E 3, Midjourney, and Stable Diffusion. ## Authentic Images - COCO (Common Objects in Context): A large-scale object detection, segmentation, and captioning dataset. It includes over 330,000 images, with 200,000 labeled using 80 object categories. For this dataset, we use a random subset of 5,435 images. License: Creative Commons Attribution 4.0 license ## Synthetic Images - dalle-3-images: Contains 3,310 unique images generated using DALL-E 3. The dataset does not include the prompts used to generate the images. License: MIT license - diffusiondb: A large-scale text-to-image prompt dataset containing 14 million images generated by Stable Diffusion 1.x series models (2022). We use a random subset of 5,435 images. License:** CC0 1.0 Universal license - realisticSDXL: Contains images generated using the Stable Diffusion XL (SDXL) model released in July 2023. We use only the "realistic" category, which contains 5,435 images. License: CreativeML OpenRAIL-M license - midjourney-tti: Contains images generated using Midjourney V1 or V2 models (early 2022). The original dataset provided URLs, which were scraped to obtain the images. License: CC0 1.0 Universal license (for links only, images are property of users who generated them) - midjourney-images: Contains 4,308 unique images generated using Midjourney V5 and V6 models (2023). License: MIT license

1. Candlestick Charts Candlestick charts are a type of financial chart used to represent the price movement of an asset (e.g., stocks, cryptocurrencies) over time. Each "candlestick" consists of: - Body: Represents the opening and closing prices. - Wicks (or Shadows): Represent the highest and lowest prices during the time period. Candlestick charts are widely used in technical analysis to identify trends, reversals, and patterns. ### 2. GAP UP and GAP DOWN - GAP UP: Occurs when the lowest price of the current candlestick is higher than the highest price of the previous candlestick. This indicates a strong upward momentum and is often considered a bullish signal. - GAP DOWN: Occurs when the highest price of the current candlestick is lower than the lowest price of the previous candlestick. This indicates a strong downward momentum and is often considered a bearish signal. These patterns are significant because they can signal potential breakouts or reversals in the market.