Image to image

tasks/src/image-to-image/about.md

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+## Use Cases
+
+### Style transfer
+
+One of the first and most popular applications, style transfer can convert a regular photography into a paining in the
+style of Claude Monet.
+
+### Image segementation
+
+Image segmentation represents is a pixel level classification - each pixel is assigned a numeric label, according to
+the object it belongs to.
+
+### Image inpainting
+
+Image inpaining is widely used during photography editing to remove unwanted objects, such as poles, wires or sensor
+dust.
+
+### Image colorization
+
+Old, black and white images can be brought up to life using an image colorization model.
+
+### Super Resolution
+
+Super resolution models increase the resolution of an image, allowing for higher quality viewing and printing.
+
+## Task Variants 
+
+This place can be filled with variants of this task if there's any. 
+
+## Inference
+
+This section should have useful information about how to pull a model from Hugging Face Hub that is a part of a library specialized in a task and use it.
+
+## Useful Resources
+
+In this area, you can insert useful resources about how to train or use a model for this task.

tasks/src/image-to-image/data.ts

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+import { type TaskDataCustom } from "../Types";
+
+const taskData: TaskDataCustom = {
+	datasets: [
+		{
+			description: "Synthetic dataset, simulating fog on real scenes",
+			id: "FoggyCityscapes"
+		},
+		{
+			description: "Synthetic dataset, for image relighting",
+			id: "VIDIT"
+		},
+		{
+			description: "A collection of selfie images and similar faces from anime"
+			id: "selfie2anime"
+		},
+		{
+			description: "Multiple images of celebrities, used for facial expression translation"
+			id: "CelebA"
+		}
+	],
+	demo:     {
+		inputs:  [],
+		outputs: [],
+	},
+	isPlaceholder: false,
+	metrics:       [
+		{
+			description: "Peak Signal to Noise Ratio (PSNR) is an approximation of the human perception, considering the ratio of the absolute intensity with respect to the variations. Measured in dB, a high value indicates a high fidelity.",
+			id:          "PSNR"
+		},
+		{
+			description: "Structural Similarity Index (SSIM) is a perceptual metric which compares the luminance, constrast and structure of two images. Between -1 and 1, the higer values indicate closer resemblance.",
+			id:          "SSIM"
+		},
+		{
+			description: "Inception Score (IS) is an analysis of the labels predicted by an image classification model when presented with a sample of the generated images.",
+			id:          "IS"
+		},
+	],
+	models:        [
+		{
+			description: "Enhances images captures in low light conditions",
+			id: "keras-io/low-light-image-enhancement"
+		}
+		{
+			description: "Increases the resolution of an image",
+			id: "keras-io/super-resolution"
+		}
+		{
+			description: "Transforms photographies into a Japanese animation style image",
+			id: "akiyamasho/AnimeBackgroundGAN-Shinkai"
+		}
+	],
+	summary:       "Image to image models aim at transforming a source image to match the characteristics of a target image or a target image domain. There is an endless list of image manipulations and enhancements possible using image to image machine learning models."
+	widgetModels:  [],
+	youtubeId:     "",
+};
+
+export default taskData;