{"about":{"site":"https://codewithpapers.app","non_affiliation":"Code with Papers and Syntology are not affiliated with, endorsed by, or sponsored by Papers with Code, Meta, or the pwc-archive mirror.","licence":"CC BY-SA 4.0","licence_url":"https://creativecommons.org/licenses/by-sa/4.0/legalcode","attribution":"https://codewithpapers.app/attribution","modified":"archive material modified by Syntology; see the attribution page"},"url":"/paper/enclap-analyzing-the-enclap-framework-for","title":"EnCLAP++: Analyzing the EnCLAP Framework for Optimizing Automated Audio Captioning Performance","arxiv_id":"2409.01201","date":"2024-09-02","proceeding":null,"authors":["Jaeyeon Kim","Minjeon Jeon","JaeYoon Jung","Sang Hoon Woo","Jinjoo Lee"],"abstract":"In this work, we aim to analyze and optimize the EnCLAP framework, a state-of-the-art model in automated audio captioning. We investigate the impact of modifying the acoustic encoder components, explore pretraining with different dataset scales, and study the effectiveness of a reranking scheme. Through extensive experimentation and quantitative analysis of generated captions, we develop EnCLAP++, an enhanced version that significantly surpasses the original.","url_abs":"https://arxiv.org/abs/2409.01201v1","url_pdf":"https://arxiv.org/pdf/2409.01201v1.pdf","source":{"archive":"pwc-archive (Hugging Face), CC BY-SA 4.0","snapshot":"2025-07-28","licence_url":"https://creativecommons.org/licenses/by-sa/4.0/legalcode","row_kind":"abstracts"},"code_links":[{"paper_slug":"enclap-analyzing-the-enclap-framework-for","repo_url":"https://github.com/jaeyeonkim99/enclap","is_official":1,"mentioned_in_paper":0,"mentioned_in_github":0,"framework":"pytorch","reach":{"status":"ok","spdx":"MIT"}}],"tasks":[{"task_slug":"audio-captioning","task_name":"Audio captioning"},{"task_slug":null,"task_name":"AudioCaps"},{"task_slug":"language-modelling","task_name":"Language Modelling"},{"task_slug":"reranking","task_name":"Reranking"}],"methods":[],"datasets_introduced":[],"methods_introduced":[],"results":[{"leaderboard":"/sota/audio-captioning-on-audiocaps","task":"Audio captioning","dataset":"AudioCaps","model":"EnCLAP++-large","rank_in_archive_order":4,"of":18,"metrics":{"CIDEr":"0.823","FENSE":"0.665","METEOR":"0.269","SPICE":"0.197","SPIDEr":"0.510"},"uses_additional_data":true},{"leaderboard":"/sota/audio-captioning-on-audiocaps","task":"Audio captioning","dataset":"AudioCaps","model":"EnCLAP++-base","rank_in_archive_order":7,"of":18,"metrics":{"CIDEr":"0.815","FENSE":"0.661","METEOR":"0.257","SPICE":"0.188","SPIDEr":"0.501"},"uses_additional_data":true}],"syntology":{"syntology_url":null,"atlas_url":"https://app.syntology.ai/?focus=2409.01201","mcp":null,"developers":"https://syntology.ai/developers"},"arxiv_metadata":null,"syntology_extracted_results":null}