The MiniMax H3 has commercial grade multi scene content generation capabilities, performing well in command following, text and brand information presentation, V2V Motion Transfer (video to video motion transfer), and other aspects. It can achieve precise and controllable multimodal content editing and generation, and is widely used in advertising, branding, e-commerce, product design UI/UX、 Commercial scenarios such as games.
H3's model features
Multi modal contextual understanding Realistic creation requires the integration of complex information from different modalities, while introducing multimodal information sources such as images, sounds, and videos. The prompt for the following shot is "Referring to the Hitchcock shot motion in Video 1, let the character in Figure 2 sing, with the singing voice referenced to Audio 3". By clearly describing the relationship between the context and the target video through language, H3 will complete the complex multimodal understanding task on its own. |
H3's design philosophy
Completely composed of real natural data, thus possessing good data scalability Expressing reference and editing relationships through natural language, not limited to limited tasks; Language (or in other words, the broad structure of intelligence) is the bridge of generalization Enable H3 to possess extensive multimodal context understanding and generation capabilities during the pre training phase. |
Technology selection for H3
| In H3, due to the introduction of multimodal context, the variance of sequence length has increased by three times, and the computational workload of understanding and generation has also begun to show significant heterogeneity. We adopted a training architecture that understands and generates heterogeneity, fine tuned hardware utilization under different workloads, and jointly considered load balancing between x heterogeneous computing samples per sample, resulting in an end-to-end improvement of nearly 30% in training throughput. |
Vision & What's Next
| Language, images, videos, and audio are widely present natural modalities that are closely intertwined and serve as the fundamental media for human interaction with the world. The multimodal context composed of them can efficiently express a wide range of information, and the expression and transmission of information itself is a form of productivity. |
