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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
Lumina-DiMOO: An Omni Diffusion Large Language Model for Multi-Modal Generation and Understanding
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".
NeurIPS 2024 Paper
The main features of skyworkai/vitron are: Unified Models, Unified Multimodal Models, Unified Understanding and Generation.
Open-source alternatives to skyworkai/vitron include: deepseek-ai/janus — Janus is a multimodal large language model and unified framework that integrates visual understanding and image… alpha-vllm/lumina-dimoo — Lumina-DiMOO: An Omni Diffusion Large Language Model for Multi-Modal Generation and Understanding. bytedance/lance — A 3B-active-parameter native unified multimodal model for image and video understanding, generation, and editing. byteflow-ai/tokenflow — [CVPR 2025] 🔥 Official impl. of "TokenFlow: Unified Image Tokenizer for Multimodal Understanding and Generation". facebookresearch/tuna-2 — Official implementation of Tuna-2: Pixel Embeddings Beat Vision Encoders for Unified Understanding and Generation. lehduong/onediffusion.