VILA-1.5 is efficiently deployable on diverse NVIDIA GPUs (A100, 4090, 4070 Laptop, Orin, Orin Nano) by TensorRT-LLM backends. [2024/02] VILA is released. We propose interleaved image-text pretraining that enables multi-image VLM. VILA comes with …

In this paper, we introduce NVILA, a family of open VLMs designed to optimize both efficiency and accuracy. Building on VILA, we improve its model architecture by first scaling up the spatial and temporal resolution, followed by compressing visual tokens.

2024年5月3日 · We developed VILA, a visual language model with a holistic pretraining, instruction tuning, and deployment pipeline that helps our NVIDIA clients succeed in their multi-modal products.

2023年12月12日 · With an enhanced pre-training recipe we build VILA, a Visual Language model family that consistently outperforms the state-of-the-art models, e.g., LLaVA-1.5, across main benchmarks without bells and whistles.

2024年5月3日 · Cosmos Nemotron builds upon NVIDIA’s groundbreaking visual understanding research including VILA, NVILA, NVLM and more. This new model family represents a significant advancement in our multimodal AI capabilities and the incorporation of innovations such as multi-image analysis, video understanding, spatial-temporal reasoning , in-context ...

2024年9月3日 · This post shows how to deploy a local VILA VLM server and configure VIA to use it for video summarization. This provides an alternative to using GPT4o or VITA-2.0 for the VLM. To use VILA with VIA follow these steps: Clone the VILA GitHub repository. Build VILA Server Container. docker build -t vila-server:latest .

Vision-language models (VILA) provides multi-image reasoning, in-context learning, visual chain-of-thought, and better world knowledge. VILA is deployable on the edge, including Jetson Orin and laptop by AWQ 4bit quantization through TinyChat framework.

2024年5月3日 · VILA is a family of high-performance vision language models developed by NVIDIA Research and MIT. The largest model comes with ~40B parameters and the smallest model comes with ~3B parameters. We’ve released new VILA models with improved accuracy and speed - up to 7.5 FPS on Orin!

2024年5月7日 · Developed by NVIDIA Research and MIT, VILA (Visual Language Intelligence) is an innovative framework that leverages the power of large language models (LLMs) and vision processing to create a seamless interaction between textual and visual data.

2024年5月3日 · VILA is a family of high-performance vision language models developed by NVIDIA Research and MIT. The largest model comes with ~40B parameters and the smallest model comes with ~3B parameters. It is fully open source (including model checkpoints and even training code and training data).