7 Computer Vision News GEM - Grounding Everything GEM’s development was not without challenges. Given the emphasis on training-free adaptation, the project faced the issue of introducing out-ofdistribution features when modifying internal features of the layers of the neural network. “I always say that if it’s easy, it’s not research!” Walid laughs. “We took inspiration from another paper called CLIP Surgery, which built an alternative pathway. It has the original vision encoder, and then, in parallel, it builds another pathway that aggregates the information we need
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