Abstract: Test-time adaptation with pre-trained vision-language models, such as CLIP, aims to adapt the model to new, potentially out-of-distribution test data. Existing methods calculate the ...
VLAC is a general-purpose pair-wise critic and manipulation model which designed for real world robot reinforcement learning and data refinement. It provides robust evaluation capabilities for task ...
Our framework consists of two main pipelines: (1) Test-Time Augmentation: Given an input image and text prompt, we apply various transformations to create multiple augmented versions. VLM processes ...
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