EstimationDefoMap

tags: Computer Vision, Supervised Learning, Accuracy Assessment

Note: This is an AI-generated dataset so its content may be inaccurate or false

Dataset Description:

The 'EstimationDefoMap' dataset is designed for the task of defocus map estimation within computer vision applications, specifically focusing on supervised learning techniques. It contains a collection of images with corresponding defocus maps, which are used to train models to predict the level of defocus in different parts of an image. The dataset includes metadata for accuracy assessment, allowing researchers to evaluate the performance of their models against real-world defocus conditions.

CSV Content Preview:

ID, ImageName, ImageFile, DefocusMapFile, Label, Accuracy
001, "ForestScape.jpg", "ForestScape.jpg", "ForestScape_Defocus.png", "ForestScape_MildDefocus", 0.89
002, "CityLights.jpg", "CityLights.jpg", "CityLights_Defocus.png", "CityLights_ModerateDefocus", 0.92
003, "MuseumPiece.jpg", "MuseumPiece.jpg", "MuseumPiece_Defocus.png", "MuseumPiece_HighDefocus", 0.95
004, "BeachSunset.jpg", "BeachSunset.jpg", "BeachSunset_Defocus.png", "BeachSunset_LowDefocus", 0.87
005, "BoulevardLighting.jpg", "BoulevardLighting.jpg", "BoulevardLighting_Defocus.png", "BoulevardLighting_VeryLowDefocus", 0.90

The above CSV preview is a representation of the structure of the 'EstimationDefoMap' dataset, providing a snapshot of the available data for training and evaluating defocus map estimation models. Each row corresponds to a unique image file, its name, the file path for the image, the path to the associated defocus map, the label indicating the defocus level, and a hypothetical accuracy metric based on the model's performance.

Source of the data:

The dataset was generated using the Infinite Dataset Hub and microsoft/Phi-3-mini-4k-instruct using the query 'DEFOCUS MAP ESTIMATION':

• Dataset Generation Page: https://huggingface.co/spaces/infinite-dataset-hub/infinite-dataset-hub?q=DEFOCUS+MAP+ESTIMATION&dataset=EstimationDefoMap&tags=Computer+Vision,+Supervised+Learning,+Accuracy+Assessment
• Model: https://huggingface.co/microsoft/Phi-3-mini-4k-instruct
• More Datasets: https://huggingface.co/datasets?other=infinite-dataset-hub