Last month, at its annual RE: Invent Development ‘Conference, Amazon Web Services (AWS) announced the release of two new additions to its Titan Family of Foundation models, both of which translate between text and images. Related content AWS SERVICE Enable Machine Learning Innovation at Robust Foundation. With Amazon Titan Multimodal embedders now available via Amazon … Read more
Vision-language models that map images and text into a common representative space have shown remacable performance on a wide range of multimodal AI tasks. But they are typically trained on text images: Each text input is connected to a single image. This limits the usability of the models. For example, you may wish that a … Read more
Large machine learning models based on the transformer architecture have recently demonstrated extraordinary results about the range of vision and language tasks. But so large models are often too slow for real -time use, so practical systems are often dependent on knowledgeillation to distill large models’ knowledge to slimmer, faster models. The defining characteristic of … Read more
In the last few years, foundation models and generative-IA models-and especially large language models (LLMs)-have become an important topic for AI research. It is true even in computer vision with its increased focus on vision-language models, such as Yoke LLMS and image codes. This shift can be seen in the blanks of the Amazon papers … Read more
What do two similar pictures do? The question is of vital importance for the training of computer vision systems, but it is notorious to answer. That’s because for a human observer is the similarity between two images not only visual but Conceptual: If pixel patterns are very different, nevertheless express the same concept. In a … Read more
The 2024 Conference on Neural Information Processing Systems (Neurips)-the first conference in artificial intelligence-begins today, and the Amazon papers that were accepted there show the breadth of the company’s AI research. Large Language Models (LLMs) and other basic models have dominated the field for the past few years, and Amazon’s papers reflect this trend that … Read more