LLava-Mini is a tool for efficient image and video processing, using large multimodal models. It enhances understanding of images, optimizes performance on limited hardware, and supports video processing.

Features

Efficient Multimodal Model Performance

LLaVA-Mini achieves performance comparable to LLaVA-13B with a size that is 3.3 times smaller, offering increased efficiency without loss of accuracy.

GPU Resource Reduction

Achieves a 57% GPU resource reduction and a 71% FLOP (Floating Point Operations) reduction, making it a cost-effective solution for image and video processing tasks.

Scalability for Long Videos

Supports 2-hour long video processing on a 24GB GPU, allowing for advanced video understanding capabilities within a manageable resource footprint.