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- XianfengWu01 LightGen - GitHub
This is a PyTorch GPU implementation of LightGen, this repo wants to provide an efficient pre-training pipeline for text-to-image generation based on Fluid MAR
- [2503. 08619] LightGen: Efficient Image Generation through Knowledge . . .
Drawing inspiration from the success of data KD techniques widely adopted in Multi-Modal Large Language Models (MLLMs), LightGen distills knowledge from state-of-the-art (SOTA) text-to-image models into a compact Masked Autoregressive (MAR) architecture with only $0 7B$ parameters
- Research Team Led by Prof. Harry YANG Developed LightGen, a Budget . . .
Not anymore with LightGen, an efficient text-to-image model that delivers impressive results while dramatically reducing computational requirements, leaping a significant step toward democratizing AI image generation
- LightGen: Efficient Image Generation through Knowledge Distillation and . . .
In this paper, we introduce LightGen, an efficient training paradigm for image generation models that uses knowledge distillation (KD) and Direct Preference Optimization (DPO)
- LightGen README. md at main · XianfengWu01 LightGen - GitHub
This is a PyTorch GPU implementation of LightGen, this repo wants to provide an efficient pre-training pipeline for text-to-image generation based on Fluid MAR Release Complete Checkpoint Add Accelerate Module # pip install -U xformers==0 0 26 --index-url https: download pytorch org whl cu121 untar script for text-to-image2M
- 无需百卡集群！港科等开源LightGen: 极低成本文生图方案媲美SOTA模型 ｜ 机器之心
为了解决这一难题，香港科技大学 Harry Yang 教授团队联合 Everlyn AI 和 UCF，提出了一种名为 LightGen 的新型高效图像生成模型，致力于 在有限的数据和计算资源下，快速实现高质量图像的生成，推动自回归模型在视觉生成领域更高效、更务实地发展与应用。 LightGen 借助知识蒸馏（KD）和直接偏好优化（DPO）策略，有效压缩了大规模图像生成模型的训练流程，不仅显著降低了数据规模与计算资源需求，而且在高质量图像生成任务上展现了与 SOTA 模型相媲美的卓越性能。 LightGen 相较于现有的生成模型，尽管参数量更小、预训练数据规模更精简，却在 geneval 图像生成任务的基准评测中达到甚至超出了部分最先进（SOTA）模型的性能。
- LightGen Plugin - vgl. ict. usc. edu
By default, Lightgen will generate lights that are very bright, since it adds up the total intensities of the pixels in the lightprobe image, and sets the lights to have that total intensity Instead, you can tell Lightgen to rescale the intensities of the lights so they fall in a more reasonable range
- Download | Edugarden
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