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DreamTalk

dreamtalk-project.github.io

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Spec sheet

What it does
DreamTalk is a diffusion-based framework for generating expressive talking-head videos from audio.Read 4 Oct 2026 · dreamtalk-project.github.io
Purpose
DreamTalk is a diffusion-based framework for generating expressive talking-head videos from audio.Read 9 Oct 2026 · dreamtalk-project.github.io
Support
The project page invites researchers interested in joining the team to email a resume to [email protected].Read 9 Oct 2026 · dreamtalk-project.github.io
License
The repository includes an MIT license, while its README says the method is intended for research and non-commercial use only.Read 9 Oct 2026 · github.com
Founded
2023Read 28 Sep 2026 · dreamtalk-project.github.io
Checkpoint access
Public checkpoint downloads have been discontinued; the README asks researchers to request checkpoints by email and states that doing so implies consent to use them solely for academic research.Read 9 Oct 2026 · github.com
CPU support
The repository says the program can run on CPU by adding the --device=cpu argument.Read 4 Oct 2026 · github.com
Duration limit
The max_gen_len setting controls the maximum generated video duration in seconds, and longer input audio is truncated.Read 9 Oct 2026 · github.com
Expressions
Its style predictor predicts a target expression from audio without requiring an expression reference video or text.Read 9 Oct 2026 · dreamtalk-project.github.io
Generation approach
The framework combines a denoising network, a style-aware lip expert, and a style predictor.Read 4 Oct 2026 · dreamtalk-project.github.io
How it works
The framework combines a denoising network, a style-aware lip expert, and a style predictor.Read 9 Oct 2026 · dreamtalk-project.github.io
Inference inputs
Inference accepts WAV, MP3, M4A, or MP4 audio, a portrait image, and reference 3DMM sequences for speaking style and head pose.Read 9 Oct 2026 · github.com
Input audio
The inference instructions list WAV, MP3, M4A, and MP4 files with sound as compatible audio inputs.Read 4 Oct 2026 · github.com
Input coverage
The project reports generalization across songs, noisy audio, out-of-domain portraits, and speech in Chinese, French, German, Italian, Japanese, Korean, and Spanish.Read 9 Oct 2026 · dreamtalk-project.github.io
Languages and audio
The project page lists speech examples in Chinese, French, German, Italian, Japanese, Korean, and Spanish, as well as songs and noisy audio.Read 4 Oct 2026 · dreamtalk-project.github.io
Maintainers
The project page lists authors affiliated with Tsinghua University, Alibaba Group, and Huazhong University of Science and Technology.Read 9 Oct 2026 · dreamtalk-project.github.io
Motion references
Speaking-style and head-pose references use 3DMM parameter sequences extracted from videos, and the stated video frame rate is 25 FPS.Read 4 Oct 2026 · github.com
Output
The inference script saves the generated video as an MP4 file in the output_video folder.Read 4 Oct 2026 · github.com
Portrait requirements
The input portrait should be larger than 256×256 pixels; the instructions say frontal portraits usually produce satisfactory results and are cropped to 256×256.Read 4 Oct 2026 · github.com
Resolution
The README says resolution was not considered in the initial design and describes optional super-resolution methods with tradeoffs in speed, temporal consistency, or facial emotion intensity.Read 9 Oct 2026 · github.com
Setup
The repository provides inference code and installation instructions for a Python 3.7 environment with PyTorch 1.8.0 and CUDA 11.1 packages.Read 9 Oct 2026 · github.com
Speaking styles
The project demonstrates speaking-style manipulation by adjusting classifier-free guidance and interpolating style codes.Read 9 Oct 2026 · dreamtalk-project.github.io
Style prediction
Its style predictor can infer a target speaking style from audio without an expression reference video or text.Read 4 Oct 2026 · dreamtalk-project.github.io
Use restriction
The repository states that the method is intended for research and non-commercial use only.Read 4 Oct 2026 · github.com

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