cleanvision
improved-aesthetic-predictor
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cleanvision | improved-aesthetic-predictor | |
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4 | 8 | |
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7.3 | 3.6 | |
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Python | Python | |
GNU Affero General Public License v3.0 | Apache License 2.0 |
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cleanvision
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[D] Is accurately estimating image quality even possible?
Github: https://github.com/cleanlab/cleanvision Blogpost: https://cleanlab.ai/blog/cleanvision/
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How to label augmented images for training YOLO algorithm?
Before you start augmentations you could also use something like CleanVision to examine your image data and see if there are any recurring problems like (near) duplicates, blurry images, etc. It doesn't do anything for you, but it might be good to get an idea for the images you are working with.
- CleanVision: Audit your Image Data for better Computer Vision
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[P] CleanVision: Audit your Image Data for better Computer Vision
Github: https://github.com/cleanlab/cleanvision
improved-aesthetic-predictor
- [D] Is accurately estimating image quality even possible?
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[D] Looking for publicly available generative image datasets labeled with human preferences or scores. Any recommendations?
Perhaps you could use an "aesthetic-evaluator": https://github.com/christophschuhmann/improved-aesthetic-predictor (probably not SoTA but it works)
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What are the current must-have extensions for Automatic1111?
"Calculates aesthetic score for generated images using CLIP+MLP Aesthetic Score Predictor based on Chad Scorer "
- Is there an AI which can judge the “aesthetic potential” of an image? [D]
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Dreamer's Guide to Getting Started w/ Stable Diffusion!
stable-diffusion-v1-2: Resumed from stable-diffusion-v1-1. 515,000 steps at resolution 512x512 on "laion-improved-aesthetics" (a subset of laion2B-en, filtered to images with an original size >= 512x512, estimated aesthetics score > 5.0, and an estimated watermark probability < 0.5. The watermark estimate is from the LAION-5B metadata, the aesthetics score is estimated using an improved aesthetics estimator).
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[P] Waifu-Diffusion: a Stable Diffusion model finetuned on 56k Danbooru images
The data used for fine-tuning has come from a random sample of 56k Danbooru images, which were filtered based on CLIP Aesthetic Scoring where only images with an aesthetic score greater than 6.0 were used.
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Waifu-Diffusion v1-2: A SD 1.4 model finetuned on 56k Danbooru images for 5 epochs
All they've said is they randomly picked 56,000 images that had an aesthetic score greater than 6.0. The score is created by this model. https://github.com/christophschuhmann/improved-aesthetic-predictor
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How to combine stable diffusion with a model which predicts aesthetics score?
Does anyone know how you could combine a model like Aesthetic Score Predictor with stable diffusion? They used this model to filter training images by score. Iit seems like a lot of people just tune their prompt to make images more aesthetic, by adding certain words.
What are some alternatives?
imgaug - Image augmentation for machine learning experiments.
waifu-diffusion - stable diffusion finetuned on weeb stuff
amplify - Bacalhau Amplify: automatic enrichment, enhancement, and explanation of your data
DiffusionToolkit - Metadata-indexer and Viewer for AI-generated images
cleanvision-examples - Notebooks demonstrating example applications of the cleanvision library
stable-diffusion - This version of CompVis/stable-diffusion features an interactive command-line script that combines text2img and img2img functionality in a "dream bot" style interface, a WebGUI, and multiple features and other enhancements.
ydata-profiling - 1 Line of code data quality profiling & exploratory data analysis for Pandas and Spark DataFrames.
discord-rpc-for-automatic1111-webui - Silent extension (no tab) for AUTOMATIC1111's Stable Diffusion WebUI adding connection to Discord RPC, so it would show a fancy table in the Discord profile.
task-amenability
sd-wildcards - A collection of wildcards for Stable Diffusion
stable-diffusion-webui-aesthetic-image-scorer
stable-diffusion-webui-stable-horde - Stable Horde client for AUTOMATIC1111's Stable Diffusion Web UI