most citedMultimodal Classification via Modal-Aware Interactive Enhancement

1 citations · 1 across the 5 of their papers we have counts for

collaborators

5 papers

cs.LG2025

Rebalanced Multimodal Learning with Data-aware Unimodal Sampling

Qingyuan Jiang, Zhouyang Chi, Xiao Ma +3

To address the modality learning degeneration caused by modality imbalance, existing multimodal learning~(MML) approaches primarily attempt to balance the optimization process of e…

cs.CV2024

Solution for OOD-CV UNICORN Challenge 2024 Object Detection Assistance LLM Counting Ability Improvement

Zhouyang Chi, Qingyuan Jiang, Yang Yang

This report provide a detailed description of the method that we explored and proposed in the ECCV OOD-CV UNICORN Challenge 2024, which focusing on the robustness of responses from…

cs.LG2024★ 1 cited

Multimodal Classification via Modal-Aware Interactive Enhancement

Qing-Yuan Jiang, Zhouyang Chi, Yang Yang

Due to the notorious modality imbalance problem, multimodal learning (MML) leads to the phenomenon of optimization imbalance, thus struggling to achieve satisfactory performance. R…

cs.CV2024

Second Place Solution of WSDM2023 Toloka Visual Question Answering Challenge

Xiangyu Wu, Zhouyang Chi, Yang Yang +1

In this paper, we present our solution for the WSDM2023 Toloka Visual Question Answering Challenge. Inspired by the application of multimodal pre-trained models to various downstre…

cs.AI2024

Solution for Emotion Prediction Competition of Workshop on Emotionally and Culturally Intelligent AI

Shengdong Xu, Zhouyang Chi, Yang Yang

This report provide a detailed description of the method that we explored and proposed in the WECIA Emotion Prediction Competition (EPC), which predicts a person's emotion through…