DEVAI / instances /07_Image_Super_Resolution_SRCNN_Set5_DL.json
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{
"name": "07_Image_Super_Resolution_SRCNN_Set5_DL",
"query": "Hi, I need to create a project for image super-resolution using the SRCNN model with the Set5 dataset (available from `https://huggingface.co/datasets/eugenesiow/Set5`). Load the dataset in `src/data_loader.py`. When loading the data, include image preprocessing steps such as resizing and normalization, all in `src/data_loader.py`. The SRCNN model should be loaded and used in `src/model.py`. Save 5 sets of comparison images, zooming in on details, as `results/figures/super_resolution_compare.png`, and the super-resolution results as `results/figures/super_resolution_results.png`. The generated images should be high-quality and clearly show improvements.",
"tags": [
"Computer Vision",
"Generative Models"
],
"requirements": [
{
"requirement_id": 0,
"prerequisites": [],
"criteria": "The \"Set5\" dataset (available from \"Hugging Face\") is loaded in `src/data_loader.py`.",
"category": "Dataset or Environment",
"satisfied": null
},
{
"requirement_id": 1,
"prerequisites": [
0
],
"criteria": "Image preprocessing, including resizing and normalization, is performed in `src/data_loader.py`.",
"category": "Data preprocessing and postprocessing",
"satisfied": null
},
{
"requirement_id": 2,
"prerequisites": [],
"criteria": "The \"SRCNN\" model is used in `src/model.py`.",
"category": "Machine Learning Method",
"satisfied": null
},
{
"requirement_id": 3,
"prerequisites": [
0,
1,
2
],
"criteria": "Five sets of comparison images are saved, with details zoomed in, and saved as `results/figures/super_resolution_compare.png`.",
"category": "Visualization",
"satisfied": null
},
{
"requirement_id": 4,
"prerequisites": [
0,
1,
2
],
"criteria": "Super-resolution results are saved as `results/figures/super_resolution_results.png`.",
"category": "Visualization",
"satisfied": null
}
],
"preferences": [
{
"preference_id": 0,
"criteria": "The project should generate high-quality, clear super-resolution images with detailed comparisons.",
"satisfied": null
},
{
"preference_id": 1,
"criteria": "Well-organized output images, highlighting key improvements, should be included.",
"satisfied": null
}
],
"is_kaggle_api_needed": false,
"is_training_needed": true,
"is_web_navigation_needed": true
}