models/4x-NomosUni-rgt-multijpg.json

{
    "name": "NomosUni rgt multijpg",
    "author": "helaman",
    "license": "CC-BY-4.0",
    "tags": [
        "compression-removal",
        "jpeg",
        "restoration"
    ],
    "description": "Purpose: 4x universal DoF preserving upscaler\n\n4x universal DoF preserving upscaler, pair trained with jpg degradation (down to 40) and multiscale (down_up, bicubic, bilinear, box, nearest, lanczos) in neosr with adamw, unet and pixel, perceptual, gan and color losses.\nSimiliar to the last model I released, with same dataset, this is a full RGT model in comparison.\n\nFP32 ONNX conversion is provided in the google drive folder for you to run it.\n\n6 Examples (To check JPG compression handling see Example Nr.4, to check Depth of Field handlin see Example Nr.1 & Nr.6):\n[Slowpics](https://slow.pics/s/iMuE3vE5)",
    "date": "2024-02-20",
    "architecture": "rgt",
    "size": null,
    "scale": 4,
    "inputChannels": 3,
    "outputChannels": 3,
    "resources": [
        {
            "platform": "pytorch",
            "type": "pth",
            "size": 180365822,
            "sha256": "f6731814c2e3ee38df4c6c23a8543b9faf7ec0505421a0b32f09882ca04021a5",
            "urls": [
                "https://drive.google.com/file/d/1WHe7hJRV5E2s5xP75VxC4glHEv16i0-L/view?usp=sharing"
            ]
        }
    ],
    "trainingIterations": 100000,
    "trainingEpochs": 79,
    "trainingBatchSize": 12,
    "trainingHRSize": 128,
    "trainingOTF": false,
    "dataset": "nomosuni",
    "datasetSize": 2989,
    "pretrainedModelG": "4x-RGT",
    "images": [
        {
            "type": "paired",
            "LR": "https://i.slow.pics/VB9XsvKN.png",
            "SR": "https://i.slow.pics/vAvBlVOz.png"
        },
        {
            "type": "paired",
            "LR": "https://i.slow.pics/N6jBY5aa.png",
            "SR": "https://i.slow.pics/5nKbF91u.png"
        },
        {
            "type": "paired",
            "LR": "https://i.slow.pics/IZQkx6ZU.png",
            "SR": "https://i.slow.pics/qqgGoTnK.png"
        },
        {
            "type": "paired",
            "LR": "https://i.slow.pics/0HMsUINV.png",
            "SR": "https://i.slow.pics/1cGrhFhK.png"
        },
        {
            "type": "paired",
            "LR": "https://i.slow.pics/74LozmEe.png",
            "SR": "https://i.slow.pics/JQTK9hlr.png"
        },
        {
            "type": "paired",
            "LR": "https://i.slow.pics/Y29iBd01.png",
            "SR": "https://i.slow.pics/dSJJCrNS.png"
        }
    ]
}