internet-explorer-ssl/internet-explorer
Internet Explorer explores the web in a self-supervised manner to progressively find relevant examples that improve performance on a desired target dataset.
Iteratively cycles through four steps: querying the Internet for images via text search, self-supervised training on downloaded images, relevance scoring against the target dataset, and query refinement for the next iteration. Targets vision model fine-tuning tasks where task-specific data is scarce, demonstrating performance matching CLIP oracles on multiple datasets using only single-GPU resources over 30–40 hours of web exploration.
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Mar 04, 2023
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