Boosting Multi-modal Model Performance with Adaptive Gradient Modulation

Boosting Multi-modal Model Performance with Adaptive Gradient Modulation

15 August 2023

Papers citing "Boosting Multi-modal Model Performance with Adaptive Gradient Modulation"

14 / 14 papers shown

Title
CMD-HAR: Cross-Modal Disentanglement for Wearable Human Activity Recognition Hanyu Liu Siyao Li Ying Yu Yixuan Jiang Hang Xiao Jingxi Long Haotian Tang 44 0 0 27 Mar 2025
Adaptive Unimodal Regulation for Balanced Multimodal Information Acquisition Chengxiang Huang Yake Wei Zequn Yang D. Hu 42 0 0 24 Mar 2025
See-Saw Modality Balance: See Gradient, and Sew Impaired Vision-Language Balance to Mitigate Dominant Modality Bias Junehyoung Kwon Mihyeon Kim Eunju Lee Juhwan Choi Youngbin Kim 53 0 0 18 Mar 2025
Rebalanced Multimodal Learning with Data-aware Unimodal Sampling Qingyuan Jiang Zhouyang Chi Xiao Ma Qirong Mao Yang Yang Jinhui Tang 59 0 0 05 Mar 2025
Rethinking Multimodal Learning from the Perspective of Mitigating Classification Ability Disproportion Qingyuan Jiang Longfei Huang Yang Yang 55 0 0 27 Feb 2025
Enhancing Scene Classification in Cloudy Image Scenarios: A Collaborative Transfer Method with Information Regulation Mechanism using Optical Cloud-Covered and SAR Remote Sensing Images Yuze Wang Rong Xiao Haifeng Li Mariana Belgiu Chao Tao 31 0 0 08 Jan 2025
Multimodal Fusion Balancing Through Game-Theoretic Regularization Konstantinos Kontras Thomas Strypsteen Christos Chatzichristos Paul P. Liang Matthew Blaschko M. D. Vos 31 0 0 11 Nov 2024
Classifier-guided Gradient Modulation for Enhanced Multimodal Learning Zirun Guo Tao Jin Jingyuan Chen Zhou Zhao 26 0 0 03 Nov 2024
Diagnosing and Re-learning for Balanced Multimodal Learning Yake Wei Siwei Li Ruoxuan Feng Di Hu 33 3 0 12 Jul 2024
Multimodal Classification via Modal-Aware Interactive Enhancement Qing-Yuan Jiang Zhouyang Chi Yang Yang 31 3 0 05 Jul 2024
MMPareto: Boosting Multimodal Learning with Innocent Unimodal Assistance Yake Wei Di Hu 24 13 0 28 May 2024
Improving Multimodal Learning with Multi-Loss Gradient Modulation Konstantinos Kontras Christos Chatzichristos Matthew Blaschko M. D. Vos 27 3 0 13 May 2024
Learning to Rebalance Multi-Modal Optimization by Adaptively Masking Subnetworks Yang Yang Hongpeng Pan Qingjun Jiang Yi Tian Xu Jinghui Tang 24 4 0 12 Apr 2024
Enhancing multimodal cooperation via sample-level modality valuation Yake Wei Ruoxuan Feng Zihe Wang Di Hu 19 11 0 12 Sep 2023