Question: Does the new Higher AnyRes scheme, which is introduced in LLaVA-OneVision, divides an image with more or less crops than the original AnyRes scheme?
Date: 2024-08-05

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LLaVA-OneVision: Easy Visual Task Transfer - arXiv.org
Top: The new Higher AnyRes scheme with Bilinear Interpolation to deal with images of higher resolution; Bottom: the original AnyRes in . Figure 3: The visual representation strategy to allocate tokens for each scenario in LLaVA-OneVision. The maximum number of visual tokens across different scenarios is designed to be similar, ensuring balanced ...

LLaVA-OneVision: Easy Visual Task Transfer
We present LLaVA-OneVision, a family of open large multimodal models (LMMs) developed by consolidating our insights into data, models, and visual representations in the LLaVA-NeXT blog series.Our experimental results demonstrate show that LLaVA-OneVision is the first single model that can simultaneously push the performance boundaries of open LMMs in three important computer vision scenarios ...

LLaVA-NeXT: What Else Influences Visual Instruction Tuning Beyond Data?
As shown in Fig. 1 (a), for images with resolutions higher than the maximum supported \(768 \times 768\), the original AnyRes method resizes them to \(768 \times 768\). This resizing results in a loss of detail for high-resolution images.

[2408.03326] LLaVA-OneVision: Easy Visual Task Transfer - arXiv.org
We present LLaVA-OneVision, a family of open large multimodal models (LMMs) developed by consolidating our insights into data, models, and visual representations in the LLaVA-NeXT blog series. Our experimental results demonstrate that LLaVA-OneVision is the first single model that can simultaneously push the performance boundaries of open LMMs in three important computer vision scenarios ...

(PDF) LLaVA-OneVision: Easy Visual Task Transfer - ResearchGate
Our experimental results demonstrate that LLaVA-OneVision is the first single model that can simultaneously push the performance boundaries of open LMMs in three important computer vision ...

LLaVA-OneVision: Easy Visual Task Transfer
Today's paper introduces LLaVA-OneVision, a family of open large multimodal models (LMMs) that can handle single-image, multi-image, and video tasks simultaneously. ... They use an "AnyRes" strategy that can flexibly handle images and video frames at different resolutions. For single images, it divides the image into crops and encodes each ...

Paper page - LLaVA-OneVision: Easy Visual Task Transfer - Hugging Face
Abstract. We present LLaVA-OneVision, a family of open large multimodal models (LMMs) developed by consolidating our insights into data, models, and visual representations in the LLaVA-NeXT blog series. Our experimental results demonstrate that LLaVA-OneVision is the first single model that can simultaneously push the performance boundaries of ...

LLaVA-OneVision: Easy Visual Task Transfer - NASA/ADS
We present LLaVA-OneVision, a family of open large multimodal models (LMMs) developed by consolidating our insights into data, models, and visual representations in the LLaVA-NeXT blog series. Our experimental results demonstrate that LLaVA-OneVision is the first single model that can simultaneously push the performance boundaries of open LMMs in three important computer vision scenarios ...

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