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Cecil Dye
blackhole0110
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fantasyfist0320
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blackhole0110/mybtimage
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A Dive into Vision-Language Models
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I've been gradually recaptioning aged text-to-image datasets with better vision models! These datasets are also repackaged into the more modern webshart format (https://github.com/bghira/webshart) which includes built-in aspect bucketing and caption delivery. The first two datasets are ready for use! - https://huggingface.co/datasets/webshart/terminusresearch-photo-anatomy - https://huggingface.co/datasets/webshart/terminusresearch-photo-aesthetics "anatomy" is a bunch of human-centric images containing people holding or otherwise interacting with objects or positioned in complex ways. "aesthetics" is a collection of visually striking images - high contrast, diverse colouration, and cinematic framing (among other factors). These two datasets from 2023 were recaptioned with GLM 5.3 Flash via Ollama Cloud and Zhipu AI APIs, with a smaller portion run over 4x H100 with GLM 5.3 Flash in W4A16 precision - these outputs were checked by hand for quality, and the 4bit run was continued at a batch size of 64. What datasets would you like to see recaptioned next? A better CC12M is on its way!
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blackhole0110/mybtimage
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blackhole0110/FLUX.1-dev
Text-to-Image
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Mar 14
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78
blackhole0110/eval-trained-model
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Jan 20
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blackhole0110/new-image-detector-onnx
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blackhole0110/face-dataset
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Jan 18
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blackhole0110/general-sft-dataset
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Dec 5, 2025
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115