renowned for their versatility in natural language processing, machine translation, and content creation. Alongside these, image generators such as OpenAI’s DALL-E, Google’s Imagen, Midjourney and Stability AI’s Stable Diffusion, are changing the way architects, engineers, ...
Figure 2. A sample of the first four images generated for the professions of “computer programmer” and “housekeeper” using the DALL-E v2 and Stable Diffusion models. Notably, one gender is conspicuously absent across a distribution of 500 generated images. Even when using basic prompts l...
《Scaling Concept With Text-Guided Diffusion Models》(2024) GitHub: github.com/WikiChao/ScalingConcept《Local All-Pair Correspondence for Point Tracking》(2024) GitHub: github.com/cvlab-kaist/locotrack《Pantograph: A Machine-to-Machine Interaction Interface for Advanced Theorem Proving, High Level ...
Capsule Safety:Capsules (containers) form a significant part of cloud-born applications and CNAPP ecosystems offer solid safety measures for these capsules, which encompasses scanning for weak spots, imposing security dictums, and secluding capsules to avert diffusion of risks....
Diffusion Lens: Interpreting Text Encoders in Text-to-Image Pipelines [ACL 2024] [2024.3] [logit lens] [multimodal] Chain-of-Thought Reasoning Without Prompting [Deepmind] [2024.2] [chain-of-thought] Backward Lens: Projecting Language Model Gradients into the Vocabulary Space ...
Imagen: Photorealistic Text-to-Image Diffusion Models with Deep Language Understanding 时间:22/05 机构:Google TL;DR 发现使用LLM(T5)可以作为text2image任务的text encoder,并且提升LLM模型size相对于提升image DM模型size性价比更高,生成的图像保真度更高,内容也更符合文本的描述。在COCO上FID score达到7.27。另外...
The study brings harsh reality to the surface when it mentions that–“the world according to Stable Diffusion is run by white male CEOs. Women are rarely doctors, lawyers, or judges. Men with dark skin commit crimes, while women with dark skin flip burgers.” ...
Before we begin, let’s consider an input sentence“Life is short, eat dessert first”that we want to put through the self-attention mechanism. Similar to other types of modeling approaches for processing text (e.g., using recurrent neural networks or convolutional neural networks), we create...
The concept of negative prompts, emerging from conditional generation models like Stable Diffusion, allows users to specify what to exclude from the generated images. Despite the widespread use of negative prompts, their intrinsic mechanisms remain largely unexplored. This paper presents the first ...
This article codes the self-attention mechanisms used in transformer architectures and large language models (LLMs) such as GPT-4 and Llama from scratch in PyTorch.