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BLIP: Bootstrapping Language-Image Pre-training for Unified …
WebJan 28, 2024 · BLIP effectively utilizes the noisy web data by bootstrapping the captions, where a captioner generates synthetic captions and a filter removes the noisy ones. We achieve state-of-the-art results on a wide range of vision-language tasks, such as image-text retrieval (+2.7% in average recall@1), image captioning (+2.8% in CIDEr), and VQA … WebFeb 23, 2024 · The BLIP framework makes valuable contributions to deep learning and AI: Produces state-of-the-art vision-language pre-trained models for unified image-grounded text understanding and generation tasks; BLIP’s new framework for learning from noisy web data is valuable because web-gathered image descriptions are often not accurate - i.e., … ps cafe club street