{"guid":"a3935a8b-b577-5302-bea1-eac31c1bcc4c","title":"🐦 Von der Vogel-Kamera zum eigenen KI-Modell 🤖","subtitle":null,"slug":"clt26-122-von-der-vogel-kamera-zum-eigenen-ki-modell","link":"https://chemnitzer.linux-tage.de/2026/de/programm/beitrag/122","description":"🐦 Standard-KI-Modelle erkennen europäische Gartenvögel oft falsch – eine Kohlmeise wird zum asiatischen Fasan. Dieser Vortrag zeigt, wie aus einem Raspberry-Pi-Vogelhausmonitor ein vollständiges Open-Source-Ökosystem für Custom-ML-Training entstand.\n\nAusgehend von einem automatischen Kamerasystem mit Cinema 4K und 120fps-Zeitlupe (https://github.com/kamera-linux/vogel-kamera-linux) entwickelte sich die Notwendigkeit, eigene Vogelarten-Classifier zu trainieren. Mit YOLOv8-basierter Extraktion von Trainingsdaten aus Videos (https://github.com/kamera-linux/vogel-model-trainer) und automatischer Qualitätskontrolle (https://github.com/kamera-linux/vogel-video-analyzer) erreichten wir 100% Validierungsgenauigkeit für acht deutsche Gartenvogelarten.\n\n🤖 Der Vortrag demonstriert die komplette Pipeline von der Hardware-Aufnahme über Dataset-Erstellung bis zum produktiven EfficientNet-Modell – alles auf Consumer-Hardware ohne Cloud, praktische Einblicke in Herausforderungen wie SSH-Stabilität, Hintergrundentfernung und iteratives Training inklusive.\n\nLicensed to the public under http://creativecommons.org/licenses/by/4.0","original_language":"deu","persons":["Roland Imme","Adrian Imme"],"tags":["52","2026","clt26","Vortrag","V7","clt26-deu","Day 2"],"view_count":82,"promoted":false,"date":"2026-03-29T14:00:00.000+02:00","release_date":"2026-03-29T00:00:00.000+01:00","updated_at":"2026-04-18T23:45:07.247+02:00","length":3264,"duration":3264,"thumb_url":"https://static.media.ccc.de/media/events/clt/2026/52-a3935a8b-b577-5302-bea1-eac31c1bcc4c.jpg","poster_url":"https://static.media.ccc.de/media/events/clt/2026/52-a3935a8b-b577-5302-bea1-eac31c1bcc4c_preview.jpg","timeline_url":"https://static.media.ccc.de/media/events/clt/2026/52-a3935a8b-b577-5302-bea1-eac31c1bcc4c.timeline.jpg","thumbnails_url":"https://static.media.ccc.de/media/events/clt/2026/52-a3935a8b-b577-5302-bea1-eac31c1bcc4c.thumbnails.vtt","frontend_link":"https://media.ccc.de/v/clt26-122-von-der-vogel-kamera-zum-eigenen-ki-modell","url":"https://api.media.ccc.de/public/events/a3935a8b-b577-5302-bea1-eac31c1bcc4c","conference_title":"Chemnitzer Linux-Tage 2026","conference_url":"https://api.media.ccc.de/public/conferences/clt26","related":[],"recordings":[{"size":294,"length":3264,"mime_type":"video/webm","language":"deu","filename":"clt26-52-deu-Von_der_Vogel-Kamera_zum_eigenen_KI-Modell_webm-hd.webm","state":"new","folder":"webm-hd","high_quality":true,"width":1920,"height":1080,"updated_at":"2026-03-30T01:07:08.075+02:00","recording_url":"https://cdn.media.ccc.de/events/clt/2026/webm-hd/clt26-52-deu-Von_der_Vogel-Kamera_zum_eigenen_KI-Modell_webm-hd.webm","url":"https://api.media.ccc.de/public/recordings/98060","event_url":"https://api.media.ccc.de/public/events/a3935a8b-b577-5302-bea1-eac31c1bcc4c","conference_url":"https://api.media.ccc.de/public/conferences/clt26"},{"size":124,"length":3264,"mime_type":"video/webm","language":"deu","filename":"clt26-52-deu-Von_der_Vogel-Kamera_zum_eigenen_KI-Modell_webm-sd.webm","state":"new","folder":"webm-sd","high_quality":false,"width":720,"height":576,"updated_at":"2026-03-29T22:41:53.020+02:00","recording_url":"https://cdn.media.ccc.de/events/clt/2026/webm-sd/clt26-52-deu-Von_der_Vogel-Kamera_zum_eigenen_KI-Modell_webm-sd.webm","url":"https://api.media.ccc.de/public/recordings/98016","event_url":"https://api.media.ccc.de/public/events/a3935a8b-b577-5302-bea1-eac31c1bcc4c","conference_url":"https://api.media.ccc.de/public/conferences/clt26"},{"size":32,"length":3264,"mime_type":"audio/opus","language":"deu","filename":"clt26-52-deu-Von_der_Vogel-Kamera_zum_eigenen_KI-Modell_opus.opus","state":"new","folder":"opus","high_quality":false,"width":0,"height":0,"updated_at":"2026-03-29T19:44:05.263+02:00","recording_url":"https://cdn.media.ccc.de/events/clt/2026/opus/clt26-52-deu-Von_der_Vogel-Kamera_zum_eigenen_KI-Modell_opus.opus","url":"https://api.media.ccc.de/public/recordings/97902","event_url":"https://api.media.ccc.de/public/events/a3935a8b-b577-5302-bea1-eac31c1bcc4c","conference_url":"https://api.media.ccc.de/public/conferences/clt26"},{"size":49,"length":3264,"mime_type":"audio/mpeg","language":"deu","filename":"clt26-52-deu-Von_der_Vogel-Kamera_zum_eigenen_KI-Modell_mp3.mp3","state":"new","folder":"mp3","high_quality":false,"width":0,"height":0,"updated_at":"2026-03-29T19:43:48.964+02:00","recording_url":"https://cdn.media.ccc.de/events/clt/2026/mp3/clt26-52-deu-Von_der_Vogel-Kamera_zum_eigenen_KI-Modell_mp3.mp3","url":"https://api.media.ccc.de/public/recordings/97898","event_url":"https://api.media.ccc.de/public/events/a3935a8b-b577-5302-bea1-eac31c1bcc4c","conference_url":"https://api.media.ccc.de/public/conferences/clt26"},{"size":109,"length":3264,"mime_type":"video/mp4","language":"deu","filename":"clt26-52-deu-Von_der_Vogel-Kamera_zum_eigenen_KI-Modell_sd.mp4","state":"new","folder":"h264-sd","high_quality":false,"width":720,"height":576,"updated_at":"2026-03-29T19:21:04.450+02:00","recording_url":"https://cdn.media.ccc.de/events/clt/2026/h264-sd/clt26-52-deu-Von_der_Vogel-Kamera_zum_eigenen_KI-Modell_sd.mp4","url":"https://api.media.ccc.de/public/recordings/97861","event_url":"https://api.media.ccc.de/public/events/a3935a8b-b577-5302-bea1-eac31c1bcc4c","conference_url":"https://api.media.ccc.de/public/conferences/clt26"},{"size":252,"length":3264,"mime_type":"video/mp4","language":"deu","filename":"clt26-52-deu-Von_der_Vogel-Kamera_zum_eigenen_KI-Modell_hd.mp4","state":"new","folder":"h264-hd","high_quality":true,"width":1920,"height":1080,"updated_at":"2026-03-29T17:50:19.846+02:00","recording_url":"https://cdn.media.ccc.de/events/clt/2026/h264-hd/clt26-52-deu-Von_der_Vogel-Kamera_zum_eigenen_KI-Modell_hd.mp4","url":"https://api.media.ccc.de/public/recordings/97835","event_url":"https://api.media.ccc.de/public/events/a3935a8b-b577-5302-bea1-eac31c1bcc4c","conference_url":"https://api.media.ccc.de/public/conferences/clt26"}]}