Publications: Recent submissions

Now showing items 34-36 of 160

    • Transformer Module Networks for Systematic Generalization in Visual Question Answering 

      Yamada, Moyuru; D'Amario, Vanessa; Takemoto, Kentaro; Boix, Xavier; Sasaki, Tomotake (Center for Brains, Minds and Machines (CBMM), 2022-02-03)
      Transformer-based models achieve great performance on Visual Question Answering (VQA). How- ever, when we evaluate them on systematic generalization, i.e., handling novel combinations of known concepts, their performance ...

    • Three approaches to facilitate DNN generalization to objects in out-of-distribution orientations and illuminations 

      Sakai, Akira; Sunagawa, Taro; Madan, Spandan; Suzuki, Kanata; Katoh, Takashi; e.a. (Center for Brains, Minds and Machines (CBMM), 2022-01-26)
      The training data distribution is often biased towards objects in certain orientations and illumination conditions. While humans have a remarkable capability of recognizing objects in out-of-distribution (OoD) orientations ...

    • Image interpretation by iterative bottom-up top-down processing 

      Ullman, Shimon; Assif, Liav; Strugatski, Alona; Vatashsky, Ben-Zion; Levi, Hila; e.a. (Center for Brains, Minds and Machines (CBMM), 2021-11-01)
      Scene understanding requires the extraction and representation of scene components, such as objects and their parts, people, and places, together with their individual properties, as well as relations and interactions ...