Questions tagged [image-generation]

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Looking for Datasets for Training a 2D Virtual Try-On Model (TryOnDiffusion)

I'm currently working on training a 2D virtual try-on model, specifically something along the lines of TryOnDiffusion, and I'm looking for datasets that can be used for this purpose. Does anyone know of any datasets suitable for training virtual…
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How to ensure that the output of my generative model is uniform?

Generative models transform noise to data. However, is there a way to ensure the output of my generative model follows a specific distribution, say uniform? More concretely, applying a scalar function $f:\mathbb{R}^n\to \mathbb{R}$ to the output of…
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Recommendation for ML Model for image to image mapping with fast jacobian compute?

I have a pretty unique requirement for a ML model. Essentially, I have a rules-based image transform that takes image X and creates Y. I would like to fit a neural network that maps this image transform hence Y = H(X) where H is the neural…
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CGAN Training Issues: Discriminator Accuracy at 100% and Generator Loss at 0

I am trying to train a Conditional Generative Adversarial Network (CGAN) to generate synthetic leaf images. However, during training, my discriminator's accuracy quickly reaches 100%, and the generator's loss drops to 0. I am using TensorFlow and…
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using ddpm (Denoising diffusion probabilistic model) to teach the model to generate low resolution satellite images

what i am doing right now is using low res satellite images to train a ddpm. My problem lies with the dataset . The data set consists of 10 band-images of the same patch of land but with variation in tree sizes(+-20%) and variation in some physical…
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Image Generation Models

I am looking for a list of different image generation models and how I can test them? For example: DALL-E (accessible via ChatGPT4) Stable Diffusion (open source) CLIP? - but idk how to access/test it. What other competitors exist that one can…