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05/24/2023
Text encoders are performance bottlenecks in contrastive vision-language models
Performant vision-language (VL) models like CLIP represent captions usin...
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03/28/2023
Exposing and Addressing Cross-Task Inconsistency in Unified Vision-Language Models
As general purpose vision models get increasingly effective at a wide se...
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02/04/2022
Webly Supervised Concept Expansion for General Purpose Vision Models
General purpose vision (GPV) systems are models that are designed to sol...
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04/01/2021
Towards General Purpose Vision Systems
A special purpose learning system assumes knowledge of admissible tasks ...
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06/16/2020