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<meta charset="UTF-8" /> |
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<title>MiniMax-Speech Tech Report | Intrinsic Zero-Shot Text-to-Speech with a Learnable Speaker Encoder</title> |
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<meta name="description" |
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content=" MiniMax-Speech, an autoregressive Transformer-based Text-to-Speech (TTS) model that generates high-quality speech" /> |
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<meta property="og:title" |
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content="MiniMax-Speech Tech Report | Intrinsic Zero-Shot Text-to-Speech with a Learnable Speaker Encoder" /> |
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<meta property="og:url" content="https://huggingface.co/spaces/MiniMaxAI/MiniMax-Speech-Tech-Report" /> |
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<meta property="og:description" |
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content=" MiniMax-Speech, an autoregressive Transformer-based Text-to-Speech (TTS) model that generates high-quality speech" /> |
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<meta property="og:type" content="website" /> |
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<link rel="stylesheet" href="style.css" /> |
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</head> |
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<body id="top" class="text-justify"> |
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<header |
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style="background-image: url('assets/images/header-bg.jpeg'); background-size: cover; background-position: center; padding: 1rem 0; border-radius: 1rem;"> |
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<h1>MiniMax-Speech</h1> |
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<h4 style="font-size: 1.3rem; line-height: 1; text-align: center;">Intrinsic Zero-Shot Text-to-Speech |
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with a |
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Learnable Speaker |
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Encoder</h4> |
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<p class="author"> |
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MiniMax Team <span class="date">May 2025</span><br /> |
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<a style="font-size: 1.1rem;" target="_blank" |
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href="https://huggingface.co/spaces/MiniMaxAI/MiniMax-Speech-Tech-Report/blob/main/MiniMax_Speech.pdf">[Tech |
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Report]</a> |
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</p> |
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</header> |
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<div class="abstract"> |
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<h2>Abstract</h2> |
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<p style="text-align: left;"> |
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We introduce MiniMax-Speech, an autoregressive Transformer-based Text-to-Speech (TTS) model that generates |
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high-quality |
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speech. A key innovation is our learnable speaker encoder, which extracts timbre features from a reference audio |
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without |
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requiring its transcription. This enables MiniMax-Speech to produce highly expressive speech with timbre |
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consistent with |
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the reference in a zero-shot manner, while also supporting one-shot voice cloning with exceptionally high |
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similarity to |
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the reference voice. In addition, the overall quality of the synthesized audio is enhanced through the proposed |
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Flow-VAE. Our model supports 32 languages and demonstrates excellent performance across multiple objective and |
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subjective evaluations metrics. Notably, it achieves state-of-the-art (SOTA) results on objective voice cloning |
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metrics |
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(Word Error Rate and Speaker Similarity) and has secured the top position on the public TTS Arena leaderboard. |
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Another |
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key strength of MiniMax-Speech, granted by the robust and disentangled representations from the speaker encoder, |
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is its |
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extensibility without modifying the base model, enabling various applications such as: arbitrary voice emotion |
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control |
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via LoRA; text to voice (T2V) by synthesizing timbre features directly from text description; and professional |
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voice |
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cloning (PVC) by fine-tuning timbre features with additional data. Welcome to visit |
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<a href="https://www.minimax.io/audio">MiniMax Audio</a> and |
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explore our powerful TTS features. |
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</p> |
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</div> |
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<nav role="navigation" class="toc"> |
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<h2>Contents</h2> |
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<ol> |
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<li> |
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<a href="#architecture-overview">Architecture Overview</a> |
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</li> |
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<li> |
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<a href="#expressiveness-demonstrations">Expressiveness Demonstrations</a> |
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<ol> |
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<li><a href="#showcase-with-high-versatility">Showcase with High Versatility</a></li> |
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<li><a href="#showcase-with-multiple-generation-attempts">Showcase with Multiple Generation Attempts</a></li> |
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</ol> |
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</li> |
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<li><a href="#zero-shot-vs-one-shot-demonstrations">Zero-Shot vs. One-Shot Demonstrations</a></li> |
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<li><a href="#multilingual-and-cross-lingual-capabilities-demonstrations">Multilingual and Cross-Lingual |
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Capabilities Demonstrations</a></li> |
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<li><a href="#flow-vae-vs-vae-comparisons">Flow-VAE vs. VAE Comparisons</a></li> |
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<li><a href="#professional-voice-clone-pvc-demonstrations">Professional Voice Clone (PVC) Demonstrations</a></li> |
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<li><a href="#emotion-control-demonstrations">Emotion Control Demonstrations</a></li> |
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<li><a href="#text-prompted-voice-generation-demonstrations">Text-Prompted Voice Generation Demonstrations</a> |
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</li> |
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<li><a href="#comparison-of-voice-naturalness">Comparison of voice |
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naturalness with the previous generation products</a></li> |
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</ol> |
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</nav> |
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<main> |
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<article> |
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<div class="article-block"> |
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<h2 id="architecture-overview">Architecture Overview</h2> |
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<figure> |
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<img src="assets/images/system-overview.jpg" loading="lazy" alt="System Architecture" width="100%" |
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height="auto" /> |
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<figcaption> |
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An overview of the architecture of MiniMax-Speech. |
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</figcaption> |
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</figure> |
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</div> |
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<div class="article-block"> |
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<h2 id="expressiveness-demonstrations">Expressiveness Demonstrations</h2> |
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<h3 id="showcase-with-high-versatility">Showcase with High Versatility</h3> |
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<div class="scroll-wrapper"> |
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<table style="width: 100%;"> |
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<tbody> |
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<tr class="border-bottom-thin"> |
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<th scope="col" style="width: 40%;">Description</th> |
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<th scope="col" style="width: 30%; text-align: center;">Source Audio</th> |
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<th scope="col" style="width: 30%; text-align: center;">Generated Audio</th> |
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</tr> |
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<tr class="border-bottom-thin"> |
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<td> |
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A Compelling and Persuasive Speaker Voice |
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</td> |
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<td> |
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<audio class="audio-md" src="assets/audios/Marketing_Voice_Sourse.wav" controls></audio> |
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</td> |
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<td> |
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<audio class="audio-md" src="assets/audios/Compelling%20and%20Persuasive.wav" controls></audio> |
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</td> |
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</tr> |
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<tr class="border-bottom-thin"> |
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<td> |
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A Clear and Explanatory Voice with Broad Emotional Dynamics Across Different Texts |
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</td> |
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<td> |
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<audio class="audio-md" src="assets/audios/Science_Voice_Sourse.wav" controls></audio> |
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</td> |
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<td> |
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<audio class="audio-md" src="assets/audios/Explanatory%20Broad%20Emotional.wav" controls></audio> |
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</td> |
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</tr> |
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<tr class="border-bottom-thin"> |
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<td> |
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Another Explanatory Voice with Supernatural Prosody, <br> |
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Featuring Distinct Ethnic and Age Characteristics |
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</td> |
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<td> |
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<audio class="audio-md" src="assets/audios/Sociology_Sourse.mp3" controls></audio> |
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</td> |
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<td> |
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<audio class="audio-md" src="assets/audios/Explanatory Supernatural Prosody.MP3" controls></audio> |
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</td> |
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</tr> |
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<tr class="border-bottom-thin"> |
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<td> |
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A Warm and Magnetic Voice that Brings Comfort |
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</td> |
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<td> |
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<audio class="audio-md" src="assets/audios/Warm%20and%20Magnetic_Sourse.mp3" controls></audio> |
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</td> |
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<td> |
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<audio class="audio-md" src="assets/audios/Warm%20and%20Magnetic.mp3" controls></audio> |
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</td> |
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</tr> |
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<tr class="border-bottom-thin"> |
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<td> |
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An ASMR Whispering Voice with Generated Breathing and Sound Effects |
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</td> |
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<td> |
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<audio class="audio-md" src="assets/audios/Breathy%20ASMR_Sourse.wav" controls></audio> |
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</td> |
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<td> |
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<audio class="audio-md" src="assets/audios/Breathy%20ASMR.MP3" controls></audio> |
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</td> |
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</tr> |
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<tr class="border-bottom-thin"> |
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<td> |
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A Robotic Voice with Rich Bass Resonance and Spatial Presence |
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</td> |
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<td> |
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<audio class="audio-md" src="assets/audios/Lucky%20Robot_Sourse.wav" controls></audio> |
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</td> |
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<td> |
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<audio class="audio-md" src="assets/audios/Lucky%20Robot.mp3" controls></audio> |
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</td> |
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</tr> |
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<tr class="border-bottom-thin"> |
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<td> |
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A Sardonic Mature Female Voice |
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</td> |
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<td> |
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<audio class="audio-md" src="assets/audios/Onee-san_Sourse.wav" controls></audio> |
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</td> |
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<td> |
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<audio class="audio-md" src="assets/audios/Onee-san.wav" controls></audio> |
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</td> |
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</tr> |
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</tbody> |
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</table> |
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</div> |
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<h3 id="showcase-with-multiple-generation-attempts">Showcase with Multiple Generation Attempts, Post-Processing |
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Audio Effects and Added Sound Effects</h3> |
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<div class="scroll-wrapper"> |
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<table style="width: 100%;"> |
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<tbody> |
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<tr class="border-bottom-thin"> |
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<th scope="col" style="width: 50%;">Description</th> |
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<th scope="col" style="width: 50%; text-align: center;">Generated Audio</th> |
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</tr> |
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<tr class="border-bottom-thin"> |
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<td> |
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A Husky Male Voice: From Soft Murmur to Excitement to Anger, then to Whispers |
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</td> |
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<td> |
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<audio class="audio-lg" src="assets/audios/Murmur-Excitement-Anger-%20Whispers.MP3" controls></audio> |
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</td> |
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</tr> |
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<tr class="border-bottom-thin"> |
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<td> |
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An Angry Female Voice: From Soft Murmur to Rage to Reminiscence, then to Weeping |
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</td> |
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<td> |
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<audio class="audio-lg" src="assets/audios/Neutral-Rage-Reminiscence-Weeping.MP3" controls></audio> |
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</td> |
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</tr> |
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</tbody> |
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</table> |
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</div> |
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</div> |
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<div class="article-block"> |
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<h2 id="zero-shot-vs-one-shot-demonstrations">Zero-Shot vs. One-Shot Demonstrations</h2> |
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<p> |
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ZeroShot maintains speaker identity while generating more natural emotions, pauses, and other expressive |
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features based |
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on the text content, whereas OneShot adheres more strictly to the speaker characteristics (prosody, speech |
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rate, |
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emotions, etc.) demonstrated in the audio prompt (The additional input that OneShot has compared to ZeroShot, |
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see |
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technical report for details). |
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</p> |
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<div class="scroll-wrapper" style="margin-top: 2rem;"> |
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<table style="width: 100%;"> |
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<tbody> |
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<tr class="border-bottom-thin"> |
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<th scope="col">Source Audio</th> |
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<th scope="col">Text</th> |
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<th scope="col">Zero-Shot Version</th> |
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<th scope="col">One-Shot Version</th> |
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<th scope="col">Elevenlabs Multilingual_v2</th> |
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</tr> |
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<tr class="border-bottom-thin"> |
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<td> |
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<audio class="audio-sm" src="assets/audios/Lyrical%20Cantonese_Prompt.WAV" controls></audio> |
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</td> |
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<td> |
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命运就算颠沛流离，<br> |
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命运就算曲折离奇，<br> |
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命运就算恐吓着你，<br> |
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做人没趣味。<br> |
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别流泪，心酸，更不应舍弃。<br> |
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我愿能，一生永远陪伴你。 |
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</td> |
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<td> |
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<audio class="audio-sm" src="assets/audios/Lyrical%20Cantonese_ZeroShot.mp3" controls></audio> |
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Preserving Distinctive Voice<br> |
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Timbre and Expressive <br> |
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Prosody with Regularized <br> |
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Pausing and Speech Rate |
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</td> |
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<td> |
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<audio class="audio-sm" src="assets/audios/Lyrical%20Cantonese_Oneshot.mp3" controls></audio> |
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Better Reproduction of<br> |
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Prompt's Exaggerated Speech<br> |
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Rate and Characteristic<br> |
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Phrase-Initial Pauses |
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</td> |
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<td> |
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Cantonese not supported |
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</td> |
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</tr> |
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<tr class="border-bottom-thin"> |
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<td> |
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<audio class="audio-sm" src="assets/audios/Breaking%20Down%20Mandarin_Prompt.WAV" controls></audio> |
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</td> |
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<td> |
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你们这些躲在道德高地的懦夫，<br> |
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敢承认自己对本我的恐惧吗？<br> |
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回答我！嗯？你回答我！<br> |
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Look in my eyes！<br> |
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老子写梦的解析时<br> |
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你们还在玩泥巴，<br> |
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我精神分析引论每个字母都能<br> |
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刺穿文明社会的虚伪面具，<br> |
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我解剖潜意识就像<br> |
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外科医生划开皮肤。<br> |
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是不是啊？说话！ |
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</td> |
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<td> |
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<audio class="audio-sm" src="assets/audios/Breaking%20Down%20Mandarin_ZeroShot.mp3" controls></audio> |
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Capable of Generating<br> |
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Relatively Calmer Emotions<br> |
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while Preserving Voice<br> |
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Identity |
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</td> |
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<td> |
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<audio class="audio-sm" src="assets/audios/Breaking%20Down%20Mandarin_OneShot.mp3" controls></audio> |
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Consistently Reproducing the<br> |
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Angry Emotion from Prompt<br> |
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in Every Utterance |
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</td> |
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<td> |
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<audio class="audio-sm" src="assets/audios/ElevenLabs_Breaking Down Mandarin.mp3" controls></audio> |
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</td> |
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</tr> |
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<tr class="border-bottom-thin"> |
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<td> |
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<audio class="audio-sm" src="assets/audios/Quirky%20Female%20English_Prompt.MP3" controls></audio> |
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</td> |
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<td> |
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Would you believe what happened at the<br> |
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grocery store today? My goodness! The<br> |
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avocados were on sale - half price! Half<br> |
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price! I bought twenty of them! |
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</td> |
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<td> |
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<audio class="audio-sm" src="assets/audios/Quirky%20Female%20English_ZeroShot.MP3" controls></audio> |
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Effectively follows textual cues<br> |
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for both longer and shorter<br> |
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inter-sentence pauses |
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</td> |
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<td> |
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<audio class="audio-sm" src="assets/audios/Quirky%20Female%20English_OneShot.MP3" controls></audio> |
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Better reproduces the<br> |
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exaggerated high pitch<br> |
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characteristic of anime voices<br> |
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</td> |
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<td> |
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<audio class="audio-sm" src="assets/audios/ElevenLabs_Quirky%20Female%20English.mp3" controls></audio> |
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</td> |
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</tr> |
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<tr> |
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<td> |
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<audio class="audio-sm" src="assets/audios/Neurotic%20Teenage%20English_Prompt.MP3" controls></audio> |
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</td> |
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<td> |
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Oh my gosh, like, I literally can't believe<br> |
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what just happened! Um, so basically, I was,<br> |
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you know, just sitting there in class,<br> |
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right? And then, ugh, this totally weird<br> |
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thing happened - like, seriously weird! Wait,<br> |
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wait... Should I even be talking about this?<br> |
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Ugh, whatever. |
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</td> |
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<td> |
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<audio class="audio-sm" src="assets/audios/Neurotic%20Teenage%20English_ZeroShot.MP3" |
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controls></audio> |
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Effectively follows textual cues<br> |
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for both longer and shorter<br> |
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inter-sentence pauses |
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</td> |
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<td> |
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<audio class="audio-sm" src="assets/audios/Neurotic%20Teenage%20English_OneShot.MP3" controls></audio> |
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Better reproduces the<br> |
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exaggerated high pitch<br> |
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characteristic of anime voices<br> |
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</td> |
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<td> |
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<audio class="audio-sm" src="assets/audios/ElevenLabs_Neurotic%20Teenage%20English.mp3" |
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controls></audio> |
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</td> |
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</tr> |
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</tbody> |
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</table> |
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</div> |
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</div> |
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<div class="article-block"> |
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<h2 id="multilingual-and-cross-lingual-capabilities-demonstrations">Multilingual and Cross-Lingual Capabilities |
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Demonstrations</h2> |
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<p>Speech-02-HD maintains high naturalness in less common languages while demonstrating significant advantages |
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in |
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Standard |
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Chinese pronunciation accuracy.</p> |
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<div class="scroll-wrapper" style="margin-top: 2rem;"> |
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<table style="width: 100%;"> |
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<tbody> |
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<tr class="border-bottom-thin"> |
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<th scope="col">Languages</th> |
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<th scope="col">Source Audio</th> |
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<th scope="col">Text</th> |
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<th scope="col">MiniMax<br>Speech_02_HD</th> |
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<th scope="col">ElevenLabs<br>Multilingual_v2</th> |
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<th scope="col">OpenAI<br>TTS_1_HD<br>(*not cloned voice)</th> |
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</tr> |
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<tr class="border-bottom-thin"> |
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<th>Thai</th> |
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<td> |
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<audio class="audio-sm" src="assets/audios/Thai_Male_Sourse.wav" controls></audio> |
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</td> |
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<td> |
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สวัสดีค่ะ วันนี้อากาศดีมากเลย<br> |
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คุณจะไปทานอาหารกลางวันที่ไหนคะ<br> |
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ฉันกำลังคิดว่าจะไปร้านอาหารไทยแถวนี้<br> |
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</td> |
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<td> |
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<audio class="audio-sm" src="assets/audios/Thai.mp3" controls></audio> |
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</td> |
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<td> |
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Thai not perfectly supported |
|
|
<audio class="audio-sm" src="assets/audios/ElevenLabs_Thai.mp3" controls></audio> |
|
|
</td> |
|
|
<td> |
|
|
<audio class="audio-sm" src="assets/audios/OpenAI_Thai.mp3" controls></audio> |
|
|
</td> |
|
|
</tr> |
|
|
|
|
|
<tr class="border-bottom-thin"> |
|
|
<th>Vietnamese</th> |
|
|
<td> |
|
|
<audio class="audio-sm" src="assets/audios/Vietnamese_Female_Sourse.wav" controls></audio> |
|
|
</td> |
|
|
<td> |
|
|
Tôi đang đọc một cuốn sách rất hay về lịch sử Việt Nam.<br> |
|
|
Những câu chuyện về văn hóa truyền<br> |
|
|
thống thật sự rất thú vị.<br> |
|
|
</td> |
|
|
<td> |
|
|
<audio class="audio-sm" src="assets/audios/Vietnamese.mp3" controls></audio> |
|
|
</td> |
|
|
<td> |
|
|
Vietnamese not perfectly supported |
|
|
<audio class="audio-sm" src="assets/audios/ElevenLabs_Vietnamese.mp3" controls></audio> |
|
|
</td> |
|
|
<td> |
|
|
<audio class="audio-sm" src="assets/audios/OpenAI_Vietnamese.mp3" controls></audio> |
|
|
</td> |
|
|
</tr> |
|
|
|
|
|
<tr class="border-bottom-thin"> |
|
|
<th>Czech</th> |
|
|
<td> |
|
|
<audio class="audio-sm" src="assets/audios/Czech_Female_Sourse.wav" controls></audio> |
|
|
</td> |
|
|
<td> |
|
|
Ranní mlha se pomalu zvedá nad řekou,<br> |
|
|
zatímco první paprsky slunce prosvítají mezi stromy.<br> |
|
|
Ptáci začínají svůj ranní koncert.<br> |
|
|
</td> |
|
|
<td> |
|
|
<audio class="audio-sm" src="assets/audios/Czech.mp3" controls></audio> |
|
|
</td> |
|
|
<td> |
|
|
<audio class="audio-sm" src="assets/audios/ElevenLabs_Czech.mp3" controls></audio> |
|
|
</td> |
|
|
<td> |
|
|
<audio class="audio-sm" src="assets/audios/OpenAI_Czech.mp3" controls></audio> |
|
|
</td> |
|
|
</tr> |
|
|
|
|
|
<tr class="border-bottom-thin"> |
|
|
<th>Polish</th> |
|
|
<td> |
|
|
<audio class="audio-sm" src="assets/audios/Polish_Male_Sourse.wav" controls></audio>、 |
|
|
</td> |
|
|
<td> |
|
|
Młoda sowa siedzi cicho na gałęzi sosny,<br> |
|
|
obserwując leśną polanę w świetle księżyca.<br> |
|
|
Wiatr delikatnie porusza liśćmi drzew.<br> |
|
|
</td> |
|
|
<td> |
|
|
<audio class="audio-sm" src="assets/audios/Polish.mp3" controls></audio> |
|
|
</td> |
|
|
<td> |
|
|
<audio class="audio-sm" src="assets/audios/ElevenLabs_Polish.mp3" controls></audio> |
|
|
</td> |
|
|
<td> |
|
|
<audio class="audio-sm" src="assets/audios/OpenAI_Polish.mp3" controls></audio> |
|
|
</td> |
|
|
</tr> |
|
|
|
|
|
<tr class="border-bottom-thin"> |
|
|
<th>Japanese</th> |
|
|
<td> |
|
|
<audio class="audio-sm" src="assets/audios/Japanese_DominantMan_Sourse.mp3" controls></audio> |
|
|
</td> |
|
|
<td> |
|
|
電車が遅延している影響で、渋谷駅がとても混雑<br> |
|
|
しています。次の山手線は約10分後に到着<br> |
|
|
予定です。お急ぎのお客様は、他の路線も<br> |
|
|
ご利用ください。 |
|
|
</td> |
|
|
<td> |
|
|
<audio class="audio-sm" src="assets/audios/Japanese.mp3" controls></audio> |
|
|
</td> |
|
|
<td> |
|
|
<audio class="audio-sm" src="assets/audios/ElevenLabs_Japanese_Dominant_Man.mp3" controls></audio> |
|
|
</td> |
|
|
<td> |
|
|
<audio class="audio-sm" src="assets/audios/OpenAI_Japanese.mp3" controls></audio> |
|
|
</td> |
|
|
</tr> |
|
|
</tbody> |
|
|
</table> |
|
|
</div> |
|
|
<p style="margin-top: 4rem;">Speech-02-HD has superior performance in zero-shot cross-lingual scenarios.</p> |
|
|
<div class="scroll-wrapper" style="margin-top: 2rem;"> |
|
|
<table style="width: 100%;"> |
|
|
<tbody> |
|
|
<tr class="border-bottom-thin"> |
|
|
<th scope="col">Original Language</th> |
|
|
<th scope="col">Source Audio</th> |
|
|
<th scope="col">Mixed Language</th> |
|
|
<th scope="col">Text</th> |
|
|
<th scope="col">MiniMax<br>Speech_02_HD</th> |
|
|
<th scope="col">ElevenLabs<br>Multilingual_v2</th> |
|
|
<th scope="col">OpenAI<br>TTS_1_HD<br>(*not cloned voice)</th> |
|
|
</tr> |
|
|
<tr class="border-bottom-thin"> |
|
|
<td>English</td> |
|
|
<td> |
|
|
<audio class="audio-sm" src="assets/audios/Wong_Sourse.mp3" controls></audio> |
|
|
</td> |
|
|
<td>English + Mandarin</td> |
|
|
<td> |
|
|
Kiddo! Come come come, 学如逆水行舟，不进则退。<br> |
|
|
I see you're using AI tools already - so smart!<br> |
|
|
But eh, cannot just rely on tools only lah!<br> |
|
|
The future belongs to those who can work alongside AI,<br> |
|
|
not those scared of it. |
|
|
</td> |
|
|
<td> |
|
|
<audio class="audio-md" src="assets/audios/English-Mandarin.wav" controls></audio> |
|
|
</td> |
|
|
<td> |
|
|
<audio class="audio-md" src="assets/audios/ElevenLabs_English-Mandarin.mp3" controls></audio> |
|
|
</td> |
|
|
<td> |
|
|
<audio class="audio-md" src="assets/audios/OpenAI_English-Mandarin.mp3" controls></audio> |
|
|
</td> |
|
|
</tr> |
|
|
<tr class="border-bottom-thin"> |
|
|
<td>Mandarin</td> |
|
|
<td> |
|
|
<audio class="audio-sm" src="assets/audios/ShiBanYu_Sourse.mp3" controls></audio> |
|
|
</td> |
|
|
<td>Mandarin + Cantonese</td> |
|
|
<td> |
|
|
老铁啊，多谢晒你送我呢本，广州话正音字典，咁好嘢喎！<br> |
|
|
我呢个大老爷们儿学广州话真系好难㗎！成日都分唔清声调啊。<br> |
|
|
嗱，而家有咗呢本书，什么都好啦。 |
|
|
</td> |
|
|
<td> |
|
|
<audio class="audio-md" src="assets/audios/Mandarin-Cantonese.wav" controls></audio> |
|
|
</td> |
|
|
<td> |
|
|
Cantonese not supported |
|
|
</td> |
|
|
<td> |
|
|
Cantonese not supported |
|
|
</td> |
|
|
</tr> |
|
|
<tr class="border-bottom-thin"> |
|
|
<td>Mandarin</td> |
|
|
<td> |
|
|
<audio class="audio-sm" src="assets/audios/ShuanQ_Sourse.mp3" controls></audio> |
|
|
</td> |
|
|
<td>Mandarin + English</td> |
|
|
<td> |
|
|
The people said, 桂林's scenery is the first under heaven.<br> |
|
|
Yet in my opinion, 阳朔 scenery is better than 桂林。<br> |
|
|
群峰倒影山浮水，无水无山不入神。 |
|
|
</td> |
|
|
<td> |
|
|
<audio class="audio-md" src="assets/audios/Mandarin-English.WAV" controls></audio> |
|
|
</td> |
|
|
<td> |
|
|
<audio class="audio-md" src="assets/audios/ElevenLabs_Mandarin-English.mp3" controls></audio> |
|
|
</td> |
|
|
<td> |
|
|
<audio class="audio-md" src="assets/audios/OpenAI_Mandarin-English.mp3" controls></audio> |
|
|
</td> |
|
|
</tr> |
|
|
<tr class="border-bottom-thin"> |
|
|
<td>English</td> |
|
|
<td> |
|
|
<audio class="audio-sm" src="assets/audios/CoCo_Sourse.mp3" controls></audio> |
|
|
</td> |
|
|
<td>English + Spanish</td> |
|
|
<td> |
|
|
Mi abuelita always told me "el que persevera, alcanza".<br> |
|
|
If you persevere, you'll achieve your dreams!<br> |
|
|
Guess what! They choose me to play the lead role in our BIG show! |
|
|
</td> |
|
|
<td> |
|
|
<audio class="audio-md" src="assets/audios/English-Spanish.wav" controls></audio> |
|
|
</td> |
|
|
<td> |
|
|
<audio class="audio-md" src="assets/audios/ElevenLabs_English-Spanish.mp3" controls></audio> |
|
|
</td> |
|
|
<td> |
|
|
<audio class="audio-md" src="assets/audios/OpenAI_English-Spanish.mp3" controls></audio> |
|
|
</td> |
|
|
</tr> |
|
|
<tr class="border-bottom-thin"> |
|
|
<td>Japanese</td> |
|
|
<td> |
|
|
<audio class="audio-sm" src="assets/audios/Powerful_Girl_Sourse.mp3" controls></audio> |
|
|
</td> |
|
|
<td>Japanese + Korean</td> |
|
|
<td> |
|
|
最近の天気予報によりますと、今週末は桜の開花に最適<br> |
|
|
な気温になる予定です。<br> |
|
|
東京都内の各公園では花見客で賑わうことが予想されますが、<br> |
|
|
서울에서도 벚꽃이 피기 시작했다고 하네요.<br> |
|
|
이번 주말에는 여의도 공원에서 벚꽃 축제가 열린다고 하니<br> |
|
|
많은 분들이 찾아오실 것 같습니다. |
|
|
</td> |
|
|
<td> |
|
|
<audio class="audio-md" src="assets/audios/Japanese-Korean.mp3" controls></audio> |
|
|
</td> |
|
|
<td> |
|
|
<audio class="audio-md" src="assets/audios/ElevenLabs_Japanese-Korean.mp3" controls></audio> |
|
|
</td> |
|
|
<td> |
|
|
<audio class="audio-md" src="assets/audios/OpenAI_Japanese-Korean.mp3" controls></audio> |
|
|
</td> |
|
|
</tr> |
|
|
</tbody> |
|
|
</table> |
|
|
</div> |
|
|
<p>*Although OpenAI currently does not support voice cloning functionality, we still wish to conduct comparative |
|
|
listening |
|
|
tests with its excellent naturalness as a reference.</p> |
|
|
</div> |
|
|
|
|
|
<div class="article-block"> |
|
|
<h2 id="flow-vae-vs-vae-comparisons">Flow-VAE vs. VAE Comparison</h2> |
|
|
<p>Flow-VAE is less likely to produce the following instabilities.</p> |
|
|
<div class="scroll-wrapper" style="margin-top: 2rem;"> |
|
|
<table style="width: 100%;"> |
|
|
<tbody> |
|
|
<tr class="border-bottom-thin"> |
|
|
<th scope="col" style="text-align: center;">Source Audio</th> |
|
|
<th scope="col" style="text-align: center;">Flow-VAE</th> |
|
|
<th scope="col" style="text-align: center;">VAE</th> |
|
|
<th scope="col" style="text-align: center;">Differences</th> |
|
|
</tr> |
|
|
<tr class="border-bottom-thin"> |
|
|
<td style="width: 25%"> |
|
|
<audio src="assets/audios/Condition1.wav" controls></audio> |
|
|
</td> |
|
|
<td style="width: 25%"> |
|
|
<audio src="assets/audios/FlowVAE1.wav" controls></audio> |
|
|
</td> |
|
|
<td style="width: 25%"> |
|
|
<audio src="assets/audios/VAE1.wav" controls></audio> |
|
|
</td> |
|
|
<td> |
|
|
Flow-VAE reproduces more continuous<br> |
|
|
and natural reverberation |
|
|
</td> |
|
|
</tr> |
|
|
<tr class="border-bottom-thin"> |
|
|
<td> |
|
|
<audio src="assets/audios/Condition2.wav" controls></audio> |
|
|
</td> |
|
|
<td> |
|
|
<audio src="assets/audios/FlowVAE2.wav" controls></audio> |
|
|
</td> |
|
|
<td> |
|
|
<audio src="assets/audios/VAE2.wav" controls></audio> |
|
|
</td> |
|
|
<td> |
|
|
VAE introduces unwanted<br> |
|
|
high-frequency components |
|
|
</td> |
|
|
</tr> |
|
|
<tr> |
|
|
<td> |
|
|
<audio src="assets/audios/Conditon3.wav" controls></audio> |
|
|
</td> |
|
|
<td> |
|
|
<audio src="assets/audios/FlowVAE3.wav" controls></audio> |
|
|
</td> |
|
|
<td> |
|
|
<audio src="assets/audios/VAE3.wav" controls></audio> |
|
|
</td> |
|
|
<td> |
|
|
VAE produces electronic-sounding<br> |
|
|
artifacts at the beginning |
|
|
</td> |
|
|
</tr> |
|
|
</tbody> |
|
|
</table> |
|
|
</div> |
|
|
</div> |
|
|
|
|
|
<div class="article-block"> |
|
|
<h2 id="professional-voice-clone-pvc-demonstrations">Professional Voice Clone (PVC) Demonstrations</h2> |
|
|
<p>For more complex dialectal accents and tonal characteristics, PVC can reproduce these features while |
|
|
maintaining high |
|
|
naturalness based on the text content.</p> |
|
|
<div class="scroll-wrapper" style="margin-top: 2rem;"> |
|
|
<table style="width: 100%;"> |
|
|
<tbody> |
|
|
<tr class="border-bottom-thin"> |
|
|
<th scope="col" style="text-align: center;">Source Audio</th> |
|
|
<th scope="col" style="text-align: center;">Zero-Shot</th> |
|
|
<th scope="col" style="text-align: center;">PVC</th> |
|
|
<th scope="col" style="text-align: center;">Differences</th> |
|
|
</tr> |
|
|
<tr class="border-bottom-thin"> |
|
|
<td style="width: 25%"> |
|
|
<audio src="assets/audios/JosephBrodsky_Source.wav" controls></audio> |
|
|
</td> |
|
|
<td style="width: 25%"> |
|
|
<audio src="assets/audios/JosephBrodsky_Fast.mp3" controls></audio> |
|
|
</td> |
|
|
<td style="width: 25%"> |
|
|
<audio src="assets/audios/JosephBrodsky_PVC.mp3" controls></audio> |
|
|
</td> |
|
|
<td> |
|
|
Like the ZeroShot version, the PVC<br> |
|
|
version has rising sentence-final intonation,<br> |
|
|
but distinctively sustains this<br> |
|
|
elevated pitch instead of the typical<br> |
|
|
pitch declination found in common<br> |
|
|
declarative sentences |
|
|
</td> |
|
|
</tr> |
|
|
<tr class="border-bottom-thin"> |
|
|
<td> |
|
|
<audio src="assets/audios/TianJin_Source.wav" controls></audio> |
|
|
</td> |
|
|
<td> |
|
|
<audio src="assets/audios/TianJin_Fast.mp3" controls></audio> |
|
|
</td> |
|
|
<td> |
|
|
<audio src="assets/audios/TianJin_PVC.mp3" controls></audio> |
|
|
</td> |
|
|
<td> |
|
|
With more materials, the model not only<br> |
|
|
reproduces the speaker's voice characteristics<br> |
|
|
but also accurately captures more<br> |
|
|
dialectal features |
|
|
</td> |
|
|
</tr> |
|
|
</tbody> |
|
|
</table> |
|
|
</div> |
|
|
</div> |
|
|
|
|
|
<div class="article-block"> |
|
|
<h2 id="emotion-control-demonstrations">Emotion Control Demonstrations</h2> |
|
|
<h3>Source Audio for Refreshing Young Man</h3> |
|
|
<audio src="assets/audios/Mandarin_Refreshing_Young_Man_Sourse.mp3" controls></audio> |
|
|
<h3>DEMO</h3> |
|
|
<div class="scroll-wrapper"> |
|
|
<table style="width: 100%;"> |
|
|
<tbody> |
|
|
<tr class="border-bottom-thin"> |
|
|
<th scope="col">Neutral</th> |
|
|
<th scope="col" style="min-width: 120px;">Emotion</th> |
|
|
<th scope="col">Text</th> |
|
|
<th scope="col">Emotion Control Audio</th> |
|
|
</tr> |
|
|
<tr class="border-bottom-thin"> |
|
|
<td> |
|
|
<audio class="audio-md" src="assets/audios/Neutral1.mp3" controls></audio> |
|
|
</td> |
|
|
<td> |
|
|
Surprised |
|
|
</td> |
|
|
<td> |
|
|
天哪！我完全没想到会在这里遇见你，<br> |
|
|
都过去这么多年了，你一点都没变！ |
|
|
</td> |
|
|
<td> |
|
|
<audio class="audio-md" src="assets/audios/Surprised.mp3" controls></audio> |
|
|
</td> |
|
|
</tr> |
|
|
<tr class="border-bottom-thin"> |
|
|
<td> |
|
|
<audio class="audio-md" src="assets/audios/Neutral2.mp3" controls></audio> |
|
|
</td> |
|
|
<td> |
|
|
Disgusted |
|
|
</td> |
|
|
<td> |
|
|
这个地方实在太脏乱了，到处都是垃圾和难闻的气味儿，<br> |
|
|
我一秒钟都不想多待。 |
|
|
</td> |
|
|
<td> |
|
|
<audio class="audio-md" src="assets/audios/Disgusted.mp3" controls></audio> |
|
|
</td> |
|
|
</tr> |
|
|
<tr class="border-bottom-thin"> |
|
|
<td> |
|
|
<audio class="audio-md" src="assets/audios/Neutral3.mp3" controls></audio> |
|
|
</td> |
|
|
<td> |
|
|
Fearful |
|
|
</td> |
|
|
<td> |
|
|
深夜回家的路上，我清楚地听见身后有脚步声在跟着我，<br> |
|
|
可是回头却什么都看不见。 |
|
|
</td> |
|
|
<td> |
|
|
<audio class="audio-md" src="assets/audios/Fearful.mp3" controls></audio> |
|
|
</td> |
|
|
</tr> |
|
|
<tr class="border-bottom-thin"> |
|
|
<td> |
|
|
<audio class="audio-md" src="assets/audios/Neutral4.mp3" controls></audio> |
|
|
</td> |
|
|
<td> |
|
|
Angry |
|
|
</td> |
|
|
<td> |
|
|
我付出了这么多，换来的却是这样的背叛！<br> |
|
|
你怎么可以这样对待我的信任！ |
|
|
</td> |
|
|
<td> |
|
|
<audio class="audio-md" src="assets/audios/Angry.mp3" controls></audio> |
|
|
</td> |
|
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</tr> |
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<tr class="border-bottom-thin"> |
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<td> |
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<audio class="audio-md" src="assets/audios/Neutral5.mp3" controls></audio> |
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</td> |
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<td> |
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Sad |
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</td> |
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<td> |
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躺在床上翻来覆去，心里压着说不出的难过和沮丧，<br> |
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昨天晚上又失眠了。 |
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</td> |
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<td> |
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<audio class="audio-md" src="assets/audios/Sad.mp3" controls></audio> |
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</td> |
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</tr> |
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<tr class="border-bottom-thin"> |
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<td> |
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<audio class="audio-md" src="assets/audios/Neutral6.mp3" controls></audio> |
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</td> |
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<td> |
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Happy |
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</td> |
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<td> |
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和好朋友一起在院子里烧烤，聊着有趣的故事，<br> |
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享受着美食和欢乐的时光。 |
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</td> |
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<td> |
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<audio class="audio-md" src="assets/audios/Happy.mp3" controls></audio> |
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</td> |
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</tr> |
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</tbody> |
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</table> |
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</div> |
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</div> |
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<div class="article-block"> |
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<h2 id="text-prompted-voice-generation-demonstrations">Text-Prompted Voice Generation Demonstrations</h2> |
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<div class="scroll-wrapper"> |
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<table style="width: 100%;"> |
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<tbody> |
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<tr class="border-bottom-thin"> |
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<th scope="col">Prompt</th> |
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<th scope="col">Text</th> |
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<th scope="col" style="text-align: center;">Audio</th> |
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</tr> |
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<tr class="border-bottom-thin"> |
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<td> |
|
|
男性中年声音，说中文，音色浑厚醇厚，带有自然的磁性，<br> |
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语速偏慢，音量适中，音调偏低沉。声音整体给人沉稳可靠的感觉，<br> |
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在深度访谈场景中表现出专业性和亲和力，音质清晰，吐字规整有力。 |
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</td> |
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<td> |
|
|
在这个安静的夜晚，让我们一起走进《人生笔记》这本书。<br> |
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作者用平实的文字记录下生活中的点点滴滴，<br> |
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让我们看到平凡中的真善美。<br> |
|
|
今天，我们先来读第一章：'生活的痕迹'...... |
|
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</td> |
|
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<td> |
|
|
<audio class="audio-md" src="assets/audios/深度访谈男中年.wav" controls></audio> |
|
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</td> |
|
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</tr> |
|
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<tr class="border-bottom-thin"> |
|
|
<td> |
|
|
说中文的女青年，音色偏甜美，语速比较快，<br> |
|
|
说话时带着一种轻快的感觉，整体音调较高，像是在直播带货，<br> |
|
|
整体氛围比较活跃，声音清晰，听起来很有亲和力。 |
|
|
</td> |
|
|
<td> |
|
|
亲爱的宝宝们，等了好久的神仙面霜终于到货啦！<br> |
|
|
你们看这个包装是不是超级精致？<br> |
|
|
我自己已经用了一个月了，效果真的绝绝子！<br> |
|
|
而且这次活动价真的太划算了，错过真的会后悔的哦～ |
|
|
</td> |
|
|
<td> |
|
|
<audio class="audio-md" src="assets/audios/直播带货女青年.wav" controls></audio> |
|
|
</td> |
|
|
</tr> |
|
|
<tr class="border-bottom-thin"> |
|
|
<td> |
|
|
中国男性声音，听着像是青年，音色清亮，语速比较快，<br> |
|
|
说话很有激情，像是在解说比赛，声音中带着紧张和兴奋的感觉。 |
|
|
</td> |
|
|
<td> |
|
|
漂亮！这个进攻太精彩了！张伟突破防线，<br> |
|
|
一个漂亮的转身，球传到禁区，王超跟上，射门！<br> |
|
|
球进了！难以置信的精彩配合，现场观众都沸腾了！ |
|
|
</td> |
|
|
<td> |
|
|
<audio class="audio-md" src="assets/audios/体育解说男青年.wav" controls></audio> |
|
|
</td> |
|
|
</tr> |
|
|
<tr class="border-bottom-thin"> |
|
|
<td> |
|
|
中国女青年的声音，音色清脆，说话速度偏快，语调活泼，<br> |
|
|
像是在做游戏直播，声音中带着愉快的感觉，整体音调较高，<br> |
|
|
整体氛围比较轻松。 |
|
|
</td> |
|
|
<td> |
|
|
啊！这里有个宝箱！让我们看看里面是什么～<br> |
|
|
哇！是传说中的紫色装备！运气也太好了吧！<br> |
|
|
谢谢小伙伴们的打赏，我们继续往前探索...... |
|
|
</td> |
|
|
<td> |
|
|
<audio class="audio-md" src="assets/audios/游戏主播女青年.wav" controls></audio> |
|
|
</td> |
|
|
</tr> |
|
|
<tr class="border-bottom-thin"> |
|
|
<td> |
|
|
English-speaking female voice, sounding relatively young,<br> |
|
|
with a sweet and pleasant tone. Speaking at a moderate pace<br> |
|
|
with a touch of energy, similar to someone narrating a<br> |
|
|
beauty/makeup tutorial video. The overall atmosphere is<br> |
|
|
relaxed and cheerful. |
|
|
</td> |
|
|
<td> |
|
|
Hi everyone! Today I'll be sharing a soft, romantic<br> |
|
|
makeup look that's perfect for dates. Many of you have <br> |
|
|
been asking how to apply this eyeshadow naturally - the<br> |
|
|
key is using gentle techniques. Let's go through the<br> |
|
|
steps together... |
|
|
</td> |
|
|
<td> |
|
|
<audio class="audio-md" src="assets/audios/美妆女博主.wav" controls></audio> |
|
|
</td> |
|
|
</tr> |
|
|
<tr> |
|
|
<td> |
|
|
English-speaking middle-aged male voice, slightly husky, <br> |
|
|
speaking at a moderate-to-slow pace with a deep tone. Like<br> |
|
|
someone telling an old story, conveying a nostalgic feeling,<br> |
|
|
with a relaxed and composed manner of speaking. |
|
|
</td> |
|
|
<td> |
|
|
That was back in the late 1970s. I remember when our <br> |
|
|
village first got electricity - everyone was so excited. <br> |
|
|
In theevenings, people would bring their stools and <br> |
|
|
gather under the big banyan tree by the village committee <br> |
|
|
office to watch movies projected on the wall. Even now, <br> |
|
|
thinking back to those moments still fills me with warmth. |
|
|
</td> |
|
|
<td> |
|
|
<audio class="audio-md" src="assets/audios/回忆男中年.wav" controls></audio> |
|
|
</td> |
|
|
</tr> |
|
|
</tbody> |
|
|
</table> |
|
|
</div> |
|
|
</div> |
|
|
|
|
|
<div class="article-block"> |
|
|
<h2 id="comparison-of-voice-naturalness">Comparison of voice naturalness |
|
|
with the previous generation products</h2> |
|
|
<p>The new model demonstrates significant advantages in naturalness compared to the previous version.</p> |
|
|
<h3 style="margin-top: 2rem;">Source Audio for Radiant_Girl</h3> |
|
|
<audio src="assets/audios/English_Radiant_Girl_Sourse.wav" controls></audio> |
|
|
<h3>DEMO</h3> |
|
|
<div class="scroll-wrapper"> |
|
|
<table style="width: 100%;"> |
|
|
<tbody> |
|
|
<tr class="border-bottom-thin"> |
|
|
<th scope="col">Text</th> |
|
|
<th scope="col" style="text-align: center;">MiniMax<br>Speech_02_HD</th> |
|
|
<th scope="col" style="text-align: center;">Microsoft<br>Azure TTS</th> |
|
|
<th scope="col" style="text-align: center;">AWS<br>Polly</th> |
|
|
</tr> |
|
|
<tr class="border-bottom-thin"> |
|
|
<td> |
|
|
I sat alone in the empty room, staring at the old photographs,<br> |
|
|
wondering how everything could change so quickly,<br> |
|
|
how a lifetime of memories could fade away just like that. |
|
|
</td> |
|
|
<td> |
|
|
<audio class="audio-md" src="assets/audios/Radiant_Girl_1.mp3" controls></audio> |
|
|
</td> |
|
|
<td> |
|
|
<audio class="audio-md" src="assets/audios/Emma_1.mp3" controls></audio> |
|
|
</td> |
|
|
<td> |
|
|
<audio class="audio-md" src="assets/audios/Joanna_1.mp3" controls></audio> |
|
|
</td> |
|
|
</tr> |
|
|
<tr class="border-bottom-thin"> |
|
|
<td> |
|
|
The moment I held my acceptance letter, my heart burst with joy - <br> |
|
|
all those sleepless nights finally paid off, and I couldn't stop<br> |
|
|
dancing around the room, calling everyone I knew to share this amazing news! |
|
|
</td> |
|
|
<td> |
|
|
<audio class="audio-md" src="assets/audios/Radiant_Girl_2.mp3" controls></audio> |
|
|
</td> |
|
|
<td> |
|
|
<audio class="audio-md" src="assets/audios/Emma_2.mp3" controls></audio> |
|
|
</td> |
|
|
<td> |
|
|
<audio class="audio-md" src="assets/audios/Joanna_2.mp3" controls></audio> |
|
|
</td> |
|
|
</tr> |
|
|
</tbody> |
|
|
</table> |
|
|
</div> |
|
|
</div> |
|
|
</article> |
|
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</main> |
|
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