Mini-Omni is an open-source multimodal large language model that can hear, talk while thinking. Featuring real-time end-to-end speech input and streaming audio output conversational capabilities. 2024.10: We released Mini-Omni2 with vision and audio capabilities. 2024.09: Amazing online interactive gradio demo by 🤗 gradio team.

Mini-Omni2 is an omni-interactive model. It can understand image, audio and text inputs and has end-to-end voice conversations with users. Featuring real-time voice output, omni-capable multimodal understanding and flexible interaction ability with …

2024年9月12日 · Mini-Omni模型的核心创新在于提出了一种新的文本和音频同时生成的方法。 这种方法假设文本输出具有更高的信息密度，允许使用较少的标记进行相同的响应。 在生成音频标记时，模型有效地依赖于相应的文本标记，类似于在线TTS系统。 论文提出了一种将连续语音信号转换为离散语音标记的方法，并使用这些标记进行建模。 设 表示来自文本词汇表V的文本华语，概率可以表示为. 对于连续的语音信号，可以通过一个标记器（tokenizer）将其转换为离散的语音 …

Real-time speech-to-speech conversational capabilities. No extra ASR or TTS models required. Talking while thinking, with the ability to generate text and audio at the same time. Streaming audio output capabilities. With "Audio-to-Text" and "Audio-to-Audio" batch inference to further boost the performance. NOTE: need to unmute first.

2024年9月13日 · GPT-4o [OpenAI, 2024] 是第一个具备实时 多模态 语音交互功能的模型，它能够处理视觉、音频和文本信息，并实现实时语音对话，尽管它仍为闭 源代码。 其他模型通常采用两种方法来实现语音能力：一种是级联方法，其中语言模型生成文本，随后由文本到语音（TTS）模型进行音频合成。 介绍了 Mini-Omni，这是第一个具备音频输入和流输出功能的开源端到端多模态大型模型。 提出了独特的文本指示并行生成方法，使语音推理输出与文本功能对齐，实现了 …

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2024年8月30日 · In this paper, we propose Mini-Omni, the first open-source multi-model large language model with real-time conversational capabilities, featuring fully end-to-end speech input and output abilities. It also includes various other audio-to-text functionalities such as Automatic Speech Recognition (ASR).

In this paper, we introduce Mini-Omni2, a visual-audio assistant capable of providing real-time, end-to-end voice responses to visoin and audio queries. By integrating pretrained visual and auditory encoders, Mini-Omni2 maintains performance in individual modalities.

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