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stable diffusion—image prompts  (Kaggle Inc)

 
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    Kaggle Inc stable diffusion—image prompts
    Competitions information.
    Stable Diffusion—Image Prompts, supplied by Kaggle Inc, used in various techniques. Bioz Stars score: 90/100, based on 1 PubMed citations. ZERO BIAS - scores, article reviews, protocol conditions and more
    https://www.bioz.com/product/stable+diffusion/stable+diffusion+image+prompts/pmc11623019-44-0-7
    Average 90 stars, based on 1 article reviews
    stable diffusion—image prompts - by Bioz Stars, 2026-11
    90/100 stars

    Images

    1) Product Images from "Linguacodus: a synergistic framework for transformative code generation in machine learning pipelines"

    Article Title: Linguacodus: a synergistic framework for transformative code generation in machine learning pipelines

    Journal: PeerJ Computer Science

    doi: 10.7717/peerj-cs.2328

    Competitions information.
    Figure Legend Snippet: Competitions information.

    Techniques Used: Generated, Diffusion-based Assay

    An automatically chosen and improved with multi-agent LLM best sample instruction generated for “Stable Diffusion—Image to Prompts” competition by fine-tuned Llama 2.
    Figure Legend Snippet: An automatically chosen and improved with multi-agent LLM best sample instruction generated for “Stable Diffusion—Image to Prompts” competition by fine-tuned Llama 2.

    Techniques Used: Generated, Diffusion-based Assay

    Related Articles

    Generated:

    Article Title: Linguacodus: a synergistic framework for transformative code generation in machine learning pipelines.
    Article Snippet: .. Table C.1 Code parts generated for Kaggle competition “Stable Diffusion-Image to Prompts” with and without an enriched instruction prompt. ..

    Diffusion-based Assay:

    Article Title: Linguacodus: a synergistic framework for transformative code generation in machine learning pipelines.
    Article Snippet: .. Table C.1 Code parts generated for Kaggle competition “Stable Diffusion-Image to Prompts” with and without an enriched instruction prompt. ..

    Article Title: Using Deep Learning to Identify Deepfakes Created Using Generative Adversarial Networks
    Article Snippet: .. Lastly, a StyleGAN2 encoding of Stable Diffusion, the dataset for which was accessed on Kaggle and was called Synthetic Faces High Quality (SFHQ), was used [45]. ..

    other:

    Article Title: Linguacodus: a synergistic framework for transformative code generation in machine learning pipelines
    Article Snippet: “Stable diffusion—image to prompts” ( ) , Kaggle , Images , Mean cosine similarity , The competition aims to develop a model that can predict the text prompt that corresponds to a given generated image, challenging the understanding of the relationship between text prompts and images in text-to-image models. The goal is to create embeddings for predicted prompts, ensuring robust prompt similarity assessment, and exploring prompt engineering in the context of image generation..



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    Image Search Results


    Competitions information.

    Journal: PeerJ Computer Science

    Article Title: Linguacodus: a synergistic framework for transformative code generation in machine learning pipelines

    doi: 10.7717/peerj-cs.2328

    Figure Lengend Snippet: Competitions information.

    Article Snippet: “Stable diffusion—image to prompts” ( ) , Kaggle , Images , Mean cosine similarity , The competition aims to develop a model that can predict the text prompt that corresponds to a given generated image, challenging the understanding of the relationship between text prompts and images in text-to-image models. The goal is to create embeddings for predicted prompts, ensuring robust prompt similarity assessment, and exploring prompt engineering in the context of image generation..

    Techniques: Generated, Diffusion-based Assay

    An automatically chosen and improved with multi-agent LLM best sample instruction generated for “Stable Diffusion—Image to Prompts” competition by fine-tuned Llama 2.

    Journal: PeerJ Computer Science

    Article Title: Linguacodus: a synergistic framework for transformative code generation in machine learning pipelines

    doi: 10.7717/peerj-cs.2328

    Figure Lengend Snippet: An automatically chosen and improved with multi-agent LLM best sample instruction generated for “Stable Diffusion—Image to Prompts” competition by fine-tuned Llama 2.

    Article Snippet: “Stable diffusion—image to prompts” ( ) , Kaggle , Images , Mean cosine similarity , The competition aims to develop a model that can predict the text prompt that corresponds to a given generated image, challenging the understanding of the relationship between text prompts and images in text-to-image models. The goal is to create embeddings for predicted prompts, ensuring robust prompt similarity assessment, and exploring prompt engineering in the context of image generation..

    Techniques: Generated, Diffusion-based Assay

    Comparison of reconstruction quality of VAE used in Stable Diffusion, medfusion and PathLDM, evaluated on TCGA-BRCA. The input image size is 256× 256×3. A smaller downsampling factor (f) significantly boosts the SSIM.

    Journal: IEEE Winter Conference on Applications of Computer Vision. IEEE Winter Conference on Applications of Computer Vision

    Article Title: PathLDM: Text conditioned Latent Diffusion Model for Histopathology

    doi: 10.1109/wacv57701.2024.00510

    Figure Lengend Snippet: Comparison of reconstruction quality of VAE used in Stable Diffusion, medfusion and PathLDM, evaluated on TCGA-BRCA. The input image size is 256× 256×3. A smaller downsampling factor (f) significantly boosts the SSIM.

    Article Snippet: VAE Latent size f SSIM ↑ MSE ↓ Stable Diffusion 32x32x4 8 0.874 25.795 Medfusion 32x32x8 8 0.891 21.401 Ours 64x64x3 4 0.961 11.503 Open in a separate window Comparison of reconstruction quality of VAE used in Stable Diffusion, medfusion and PathLDM, evaluated on TCGA-BRCA.

    Techniques: Comparison, Diffusion-based Assay

    Effect of latent size on the reconstruction quality of Satellite Images from Deepglobe [ 6 ] dataset. f: downsampling factor. The choice of VAE is significant even in diverse scenarios containing small objects.

    Journal: IEEE Winter Conference on Applications of Computer Vision. IEEE Winter Conference on Applications of Computer Vision

    Article Title: PathLDM: Text conditioned Latent Diffusion Model for Histopathology

    doi: 10.1109/wacv57701.2024.00510

    Figure Lengend Snippet: Effect of latent size on the reconstruction quality of Satellite Images from Deepglobe [ 6 ] dataset. f: downsampling factor. The choice of VAE is significant even in diverse scenarios containing small objects.

    Article Snippet: VAE Latent size f SSIM ↑ MSE ↓ Stable Diffusion 32x32x4 8 0.874 25.795 Medfusion 32x32x8 8 0.891 21.401 Ours 64x64x3 4 0.961 11.503 Open in a separate window Comparison of reconstruction quality of VAE used in Stable Diffusion, medfusion and PathLDM, evaluated on TCGA-BRCA.

    Techniques: