4 papers
Class-Balanced Softmax: A Bayes Theory-Based Method for Long-Tailed Recognition
Yi-Hang Zhu, Rajeev Raman, Shiqi Su +4
Deep learning models using traditional softmax classifiers have achieved remarkable success in various classification tasks. However, their performance degrades significantly on im…
Water Reflection Detection Using Symmetric Attention
Shuxuan Yao, Chengjia Wang, Jianyuan Sun +2
Reflections of water pose a significant challenge for computer vision systems, as standard deep learning models frequently confuse objects with their mirror images, producing spuri…
A Reference-free Metric for Language-Queried Audio Source Separation using Contrastive Language-Audio Pretraining
Feiyang Xiao, Jian Guan, Qiaoxi Zhu +6
Language-queried audio source separation (LASS) aims to separate an audio source guided by a text query, with the signal-to-distortion ratio (SDR)-based metrics being commonly used…
Towards Generating Diverse Audio Captions via Adversarial Training
Xinhao Mei, Xubo Liu, Jianyuan Sun +2
Automated audio captioning is a cross-modal translation task for describing the content of audio clips with natural language sentences. This task has attracted increasing attention…