LLaVA-OneVision 🌋🔥🌋
So essentially,
LLaVA-OneVision is the hottest feature rich multimodal model for Tiktok
Paper: LLaVA-OneVision: Easy Visual Task Transfer (29 Pages)
Github: https://llava-vl.github.io/blog/2024-08-05-llava-onevision/
Researchers from ByteDance, NTU, CUHK and HKUST are introducing an open model that builds upon the LLaVA (large vision-and-language assistant) line of research. It focuses on creating LLaVAs that can understand and follow various instructions to perform diverse computer vision tasks.
Hmm..What’s the background?
The development of LLaVA-OneVision stemmed from the LLaVA-NeXT blog series and consolidates insights from this research. The model builds upon techniques explored in LLaVA-NeXT, which focused on: a cost-efficient training recipe for LMMs with strong performance.
Ok, So what is proposed in the research paper?
The paper introduces LLaVA-OneVision, an open large multimodal model (LMM) trained to excel across various vision scenarios: single-image, multi-image, and video. Here are the main ideas presented in the paper:
Open and Cost-Effective Recipe: LLaVA-OneVision builds upon the LLaVA-NeXT framework, connecting vision encoders with large language models (LLMs) using a simple connection module
Strong Performance Across Modalities: The paper emphasizes LLaVA-OneVision's state-of-the-art performance on various benchmarks, spanning single-image understanding (chart, diagram, document, reasoning), multi-image understanding, and video understanding
OneVision Training Paradigm: A key contribution is the "OneVision Training," where the model is trained on a mixture of single-image, multi-image, and video data after initial single-image training
Emerging Capabilities Through Task Transfer: The paper provides evidence of LLaVA-OneVision exhibiting emerging capabilities, such as understanding diagrams and charts jointly, image-to-video editing instruction, and set-of-mark prompting
What’s next?
Future work includes scaling LLaVA-OneVision with stronger LLMs and larger training datasets, especially to address the performance gap in complex tasks like visual chat.
So essentially,
LLaVA-OneVision is the hottest feature rich multimodal model for Tiktok
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