# Efficient visual encoding

SmolVLM is a compact open-source multimodal model that can accept image and text inputs and generate text outputs. It is designed for high efficiency and is suitable for device-side applications.

FastVLM-0.5B-Stage3 is an efficient multimodal language model with visual understanding and language processing capabilities. It can process long videos and generate structured outputs.

FastVLM-0.5B-Stage2 is an efficient multimodal language model capable of understanding visual content and handling text tasks.

Vision Transformer model based on OpenCLIP framework, fine-tuned for zero-shot image classification tasks