“This Is My Unicorn, Fluffy”: Personalizing Frozen Vision-Language Representations

Keyphrases

• Vision-language 100%
• Unicorns 100%
• Vision-language Representation 100%
• User-specific 66%
• Visual Concepts 66%
• Negative Examples 33%
• New Words 33%
• In the Wild 33%
• New Learning 33%
• Word Embedding 33%
• Text Query 33%
• Image Retrieval 33%
• Web-scale 33%
• Downstream Task 33%
• Multiple Domains 33%
• Image Semantics 33%
• New Benchmark 33%
• Semantic Segmentation 33%
• Smart Devices 33%
• Personalized Interaction 33%
• GitHub 33%
• Personalized Image Retrieval 33%
• Large Language Models 33%
• Large Vision Model 33%
• Vision-language Models 33%

Computer Science

• Image Retrieval 100%
• Representation Language 100%
• Language Modeling 50%
• Word Embedding 50%
• Image Segmentation 50%
• Negative Example 50%
• Multiple Domain 50%
• Smart Device 50%