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09/18/2023
Multimodal Foundation Models: From Specialists to General-Purpose Assistants
This paper presents a comprehensive survey of the taxonomy and evolution...
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04/28/2023
An Empirical Study of Multimodal Model Merging
Model merging (e.g., via interpolation or task arithmetic) fuses multipl...
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10/17/2022
Vision-Language Pre-training: Basics, Recent Advances, and Future Trends
This paper surveys vision-language pre-training (VLP) methods for multim...
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06/01/2021
Adversarial VQA: A New Benchmark for Evaluating the Robustness of VQA Models
With large-scale pre-training, the past two years have witnessed signifi...
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03/16/2021
LightningDOT: Pre-training Visual-Semantic Embeddings for Real-Time Image-Text Retrieval
Multimodal pre-training has propelled great advancement in vision-and-la...
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02/01/2019
