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Janus is a multimodal large language model and unified framework that integrates visual understanding and image generation within a single neural network. It functions as both a visual understanding model for analyzing images and a text-to-image generator. The system uses a unified transformer backbone and a multimodal latent space to bridge the gap between text and visual data. This architecture employs decoupled visual encoding and cross-modal tokenization to separate the paths for discriminative understanding and generative tasks, representing images as grids of discrete codes. The projec
A 3B-active-parameter native unified multimodal model for image and video understanding, generation, and editing.
CVPR 2025 🔥 Official impl. of "TokenFlow: Unified Image Tokenizer for Multimodal Understanding and Generation".
Official implementation of Tuna-2: Pixel Embeddings Beat Vision Encoders for Unified Understanding and Generation
Lumina-DiMOO: An Omni Diffusion Large Language Model for Multi-Modal Generation and Understanding
The main features of alpha-vllm/lumina-dimoo are: Multimodal Diffusion Models, Unified Models, Unified Multimodal Models.
Projects with overlapping indexed features include: lehduong/onediffusion. bytedance/lance — A 3B-active-parameter native unified multimodal model for image and video understanding, generation, and editing. facebookresearch/tuna-2 — Official implementation of Tuna-2: Pixel Embeddings Beat Vision Encoders for Unified Understanding and Generation. byteflow-ai/tokenflow — [CVPR 2025] 🔥 Official impl. of "TokenFlow: Unified Image Tokenizer for Multimodal Understanding and Generation". deepseek-ai/janus — Janus is a multimodal large language model and unified framework that integrates visual understanding and image… meituan-longcat/longcat-next.