Adapting Language-Audio Models as Few-Shot Audio Learners

Adapting Language-Audio Models as Few-Shot Audio Learners

28 May 2023

Emmanouil Benetos

Mark D. Plumbley

Papers citing "Adapting Language-Audio Models as Few-Shot Audio Learners"

12 / 12 papers shown

Title
A Comprehensive Survey of Challenges and Opportunities of Few-Shot Learning Across Multiple Domains Andrea Gajic Sudip Vhaduri OOD VLM 51 0 0 05 Apr 2025
Multiple Consistency-guided Test-Time Adaptation for Contrastive Audio-Language Models with Unlabeled Audio Gongyu Chen Haomin Zhang Chaofan Ding Zihao Chen Xinhan Di 35 0 0 23 Dec 2024
PAT: Parameter-Free Audio-Text Aligner to Boost Zero-Shot Audio Classification Ashish Seth Ramaneswaran Selvakumar Sonal Kumar Sreyan Ghosh Dinesh Manocha VLM 30 0 0 19 Oct 2024
Bridging Paintings and Music -- Exploring Emotion based Music Generation through Paintings Tanisha Hisariya Huan Zhang Jinhua Liang 24 3 0 12 Sep 2024
Audio Entailment: Assessing Deductive Reasoning for Audio Understanding Soham Deshmukh Shuo Han Hazim T. Bukhari Benjamin Elizalde Hannes Gamper Rita Singh Bhiksha Raj ReLM LRM AuLLM 22 7 0 25 Jul 2024
Domain Adaptation for Contrastive Audio-Language Models Soham Deshmukh Rita Singh Bhiksha Raj VLM 27 7 0 14 Feb 2024
Listen, Chat, and Edit: Text-Guided Soundscape Modification for Enhanced Auditory Experience Xilin Jiang Cong Han Yinghao Aaron Li N. Mesgarani KELM 26 4 0 06 Feb 2024
Audio-free Prompt Tuning for Language-Audio Models Yiming Li Xiangdong Wang Hong Liu CLIP VLM 8 9 0 15 Sep 2023
Separate Anything You Describe Xubo Liu Qiuqiang Kong Yan Zhao Haohe Liu Yiitan Yuan Yuzhuo Liu Rui Xia Yuxuan Wang Mark D. Plumbley Wenwu Wang VLM 22 43 0 09 Aug 2023
Learning from Taxonomy: Multi-label Few-Shot Classification for Everyday Sound Recognition Jinhua Liang Huy P Phan Emmanouil Benetos 16 11 0 17 Dec 2022
HTS-AT: A Hierarchical Token-Semantic Audio Transformer for Sound Classification and Detection Ke Chen Xingjian Du Bilei Zhu Zejun Ma Taylor Berg-Kirkpatrick Shlomo Dubnov ViT 114 264 0 02 Feb 2022
Learning to Prompt for Vision-Language Models Kaiyang Zhou Jingkang Yang Chen Change Loy Ziwei Liu VPVLM CLIP VLM 322 2,249 0 02 Sep 2021