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PaliGemma: A versatile 3B VLM for transfer

2024/07/10 by Lucas Beyer, Beyer, Lucas, Andreas Steiner +72 · 1 voice · 166 citations
Engineering · #cs.CV #cs.AI #cs.CL #cs.LG

paper · pdf · doi:10.48550/arxiv.2407.07726

Abstract

PaliGemma is an open Vision-Language Model (VLM) that is based on the SigLIP-So400m vision encoder and the Gemma-2B language model. It is trained to be a versatile and broadly knowledgeable base model that is effective to transfer. It achieves strong performance on a wide variety of open-world tasks. We evaluate PaliGemma on almost 40 diverse tasks including standard VLM benchmarks, but also more specialized tasks such as remote-sensing and segmentation.

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