SHAPE: An Unified Approach to Evaluate the Contribution and Cooperation of Individual Modalities

30 April 2022

Papers citing "SHAPE: An Unified Approach to Evaluate the Contribution and Cooperation of Individual Modalities"

6 / 6 papers shown

Title
What are You Looking at? Modality Contribution in Multimodal Medical Deep Learning Methods Christian Gapp Elias Tappeiner M. Welk Karl Fritscher Elke Ruth Gizewski R. Schubert 42 0 0 28 Feb 2025
On-the-fly Modulation for Balanced Multimodal Learning Yake Wei D. Hu Henghui Du Ji-Rong Wen 21 7 0 15 Oct 2024
What to align in multimodal contrastive learning? Benoit Dufumier J. Castillo-Navarro D. Tuia Jean-Philippe Thiran 22 3 0 11 Sep 2024
Enhancing multimodal cooperation via sample-level modality valuation Yake Wei Ruoxuan Feng Zihe Wang Di Hu 19 11 0 12 Sep 2023
Boosting Multi-modal Model Performance with Adaptive Gradient Modulation Hong Li Xingyu Li Pengbo Hu Yinuo Lei Chunxiao Li Yi Zhou 28 20 0 15 Aug 2023
Supervised Multimodal Bitransformers for Classifying Images and Text Douwe Kiela Suvrat Bhooshan Hamed Firooz Ethan Perez Davide Testuggine 59 241 0 06 Sep 2019