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Description

HunyuanCustom is an advanced framework for generating customized videos across multiple modalities, focusing on maintaining subject consistency while accommodating conditions related to images, audio, video, and text. This framework builds on HunyuanVideo and incorporates a text-image fusion module inspired by LLaVA to improve multi-modal comprehension, as well as an image ID enhancement module that utilizes temporal concatenation to strengthen identity features throughout frames. Additionally, it introduces specific condition injection mechanisms tailored for audio and video generation, along with an AudioNet module that achieves hierarchical alignment through spatial cross-attention, complemented by a video-driven injection module that merges latent-compressed conditional video via a patchify-based feature-alignment network. Comprehensive tests conducted in both single- and multi-subject scenarios reveal that HunyuanCustom significantly surpasses leading open and closed-source methodologies when it comes to ID consistency, realism, and the alignment between text and video, showcasing its robust capabilities. This innovative approach marks a significant advancement in the field of video generation, potentially paving the way for more refined multimedia applications in the future.

Description

Qwen3-Omni is a comprehensive multilingual omni-modal foundation model designed to handle text, images, audio, and video, providing real-time streaming responses in both textual and natural spoken formats. Utilizing a unique Thinker-Talker architecture along with a Mixture-of-Experts (MoE) framework, it employs early text-centric pretraining and mixed multimodal training, ensuring high-quality performance across all formats without compromising on text or image fidelity. This model is capable of supporting 119 different text languages, 19 languages for speech input, and 10 languages for speech output. Demonstrating exceptional capabilities, it achieves state-of-the-art performance across 36 benchmarks related to audio and audio-visual tasks, securing open-source SOTA on 32 benchmarks and overall SOTA on 22, thereby rivaling or equaling prominent closed-source models like Gemini-2.5 Pro and GPT-4o. To enhance efficiency and reduce latency in audio and video streaming, the Talker component leverages a multi-codebook strategy to predict discrete speech codecs, effectively replacing more cumbersome diffusion methods. Additionally, this innovative model stands out for its versatility and adaptability across a wide array of applications.

API Access

Has API No 

API Access

Has API Yes 

Screenshots View All

Screenshots View All

Integrations

CUDA Yes 
ConvNetJS No 
GPT-4o No 
Gemini 2.5 Pro No 
Gemini 2.5 Pro Deep Think No 
Gemini 3 Deep Think No 
Hermes Agent No 
Hugging Face Yes 
Hunyuan T1 Yes 
HunyuanVideo Yes 
OpenClaw No 

Integrations

CUDA No 
ConvNetJS Yes 
GPT-4o Yes 
Gemini 2.5 Pro Yes 
Gemini 2.5 Pro Deep Think Yes 
Gemini 3 Deep Think Yes 
Hermes Agent Yes 
Hugging Face No 
Hunyuan T1 No 
HunyuanVideo No 
OpenClaw Yes 

Pricing Details

No price information available.
Free Trial No 
Free Version No 

Pricing Details

No price information available.
Free Trial No 
Free Version No 

Deployment

Web-Based No 
On-Premises No 
iPhone App No 
iPad App No 
Android App No 
Windows No 
Mac No 
Linux Yes 
Chromebook No 

Deployment

Web-Based Yes 
On-Premises No 
iPhone App No 
iPad App No 
Android App No 
Windows No 
Mac No 
Linux No 
Chromebook No 

Customer Support

Business Hours No 
Live Rep (24/7) No 
Online Support Yes 

Customer Support

Business Hours No 
Live Rep (24/7) No 
Online Support Yes 

Types of Training

Training Docs Yes 
Webinars No 
Live Training (Online) No 
In Person No 

Types of Training

Training Docs Yes 
Webinars No 
Live Training (Online) No 
In Person No 

Vendor Details

Company Name

Tencent

Founded

1998

Country

China

Website

hunyuancustom.github.io

Vendor Details

Company Name

Alibaba

Founded

1999

Country

China

Website

qwen.ai/blog

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