{"id":831,"date":"2025-09-16T12:01:00","date_gmt":"2025-09-16T12:01:00","guid":{"rendered":"https:\/\/web.whiteapp.cloud\/?post_type=portfolio&#038;p=831"},"modified":"2025-10-07T13:25:06","modified_gmt":"2025-10-07T13:25:06","slug":"profvlm-a-vision-language-model-for-proficiency-estimation","status":"publish","type":"portfolio","link":"https:\/\/web.whiteapp.cloud\/?portfolio=profvlm-a-vision-language-model-for-proficiency-estimation","title":{"rendered":"ProfVLM: A Lightweight Video-Language Model for Multi-View Proficiency Estimation"},"content":{"rendered":"\n<p><strong>ProfVLM<\/strong>\u00a0is a lightweight multimodal Vision-Language Model designed to analyze sports performance videos and generate textual proficiency feedback. The system leverages a frozen TimeSformer video encoder and a LoRA-injected SmolLMv2 language model to efficiently process video-text pairs. Trained on EgoExo4D with expert commentaries, ProfVLM surpasses state-of-the-art methods while using up to 20x fewer parameters and reducing training time by up to 60%.<\/p>\n","protected":false},"featured_media":834,"menu_order":0,"template":"","portfolio-category":[10],"portfolio-tag":[],"class_list":["post-831","portfolio","type-portfolio","status-publish","has-post-thumbnail","hentry","portfolio-category-project"],"aioseo_notices":[],"_links":{"self":[{"href":"https:\/\/web.whiteapp.cloud\/index.php?rest_route=\/wp\/v2\/portfolio\/831","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/web.whiteapp.cloud\/index.php?rest_route=\/wp\/v2\/portfolio"}],"about":[{"href":"https:\/\/web.whiteapp.cloud\/index.php?rest_route=\/wp\/v2\/types\/portfolio"}],"wp:featuredmedia":[{"embeddable":true,"href":"https:\/\/web.whiteapp.cloud\/index.php?rest_route=\/wp\/v2\/media\/834"}],"wp:attachment":[{"href":"https:\/\/web.whiteapp.cloud\/index.php?rest_route=%2Fwp%2Fv2%2Fmedia&parent=831"}],"wp:term":[{"taxonomy":"portfolio-category","embeddable":true,"href":"https:\/\/web.whiteapp.cloud\/index.php?rest_route=%2Fwp%2Fv2%2Fportfolio-category&post=831"},{"taxonomy":"portfolio-tag","embeddable":true,"href":"https:\/\/web.whiteapp.cloud\/index.php?rest_route=%2Fwp%2Fv2%2Fportfolio-tag&post=831"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}