Yolov8, Yolov10 multi-task 구조 차이

<p><a href="https://github.com/JiayuanWang-JW/YOLOv8-multi-task/tree/main/ultralytics" target="_blank" class="ke-link">https://github.com/JiayuanWang-JW/YOLOv8-multi-task/tree/main/ultralytics</a></p><div class="figure-open" contenteditable="false" data-ke-type="opengraph" data-ke-align="alignCenter" data-og-type="website" data-og-title="YOLOv8-multi-task/ultralytics at main · JiayuanWang-JW/YOLOv8-multi-task" data-og-description="Contribute to JiayuanWang-JW/YOLOv8-multi-task development by creating an account on GitHub." data-og-host="github.com" data-og-source-url="https://github.com/JiayuanWang-JW/YOLOv8-multi-task/tree/main/ultralytics" data-og-url="https://github.com/JiayuanWang-JW/YOLOv8-multi-task/tree/main/ultralytics" data-og-image="https://scrap.kakaocdn.net/dn/dLy3Z2/hyYCjmhoXQ/GanSLSWWxpNDGF8KJYuH50/img.png?width=1200&height=600&face=0_0_1200_600,https://scrap.kakaocdn.net/dn/buuMRs/hyYB7znaOf/KVIvL2tAgnejdThs8uVxh1/img.png?width=1200&height=600&face=0_0_1200_600"><a href="https://github.com/JiayuanWang-JW/YOLOv8-multi-task/tree/main/ultralytics" target="_blank" data-source-url="https://github.com/JiayuanWang-JW/YOLOv8-multi-task/tree/main/ultralytics"><div class="og-image"><img class="thumb_img" src="https://scrap.kakaocdn.net/dn/dLy3Z2/hyYCjmhoXQ/GanSLSWWxpNDGF8KJYuH50/img.png?width=1200&height=600&face=0_0_1200_600,https://scrap.kakaocdn.net/dn/buuMRs/hyYB7znaOf/KVIvL2tAgnejdThs8uVxh1/img.png?width=1200&height=600&face=0_0_1200_600" alt="" xxxxonerror="this.src="//img1.kakaocdn.net/thumb/C200x200/?fname=https%3A%2F%2Ft1.daumcdn.net%2Fcafe_image%2Fcafe_meta_image_190529.png""></div><div class="og-text"><p class="og-title">YOLOv8-multi-task/ultralytics at main · JiayuanWang-JW/YOLOv8-multi-task</p><p class="og-desc">Contribute to JiayuanWang-JW/YOLOv8-multi-task development by creating an account on GitHub.</p><p class="og-host">github.com</p></div></a></div><p> </p><p><a href="https://github.com/ultralytics/ultralytics/tree/main/ultralytics" target="_blank" class="ke-link">https://github.com/ultralytics/ultralytics/tree/main/ultralytics</a></p><div class="figure-open" contenteditable="false" data-ke-type="opengraph" data-ke-align="alignCenter" data-og-type="website" data-og-title="ultralytics/ultralytics at main · ultralytics/ultralytics" data-og-description="Ultralytics YOLO11 🚀. Contribute to ultralytics/ultralytics development by creating an account on GitHub." data-og-host="github.com" data-og-source-url="https://github.com/ultralytics/ultralytics/tree/main/ultralytics" data-og-url="https://github.com/ultralytics/ultralytics/tree/main/ultralytics" data-og-image="https://scrap.kakaocdn.net/dn/bLU5SX/hyYCd7pzsW/cqP6Fq9UMUa7fVKSbeV84K/img.png?width=1280&height=640&face=0_0_1280_640,https://scrap.kakaocdn.net/dn/rD7y3/hyYCdM7hDj/lTgqzEX40D7xDWiaeKC6uk/img.png?width=1280&height=640&face=0_0_1280_640"><a href="https://github.com/ultralytics/ultralytics/tree/main/ultralytics" target="_blank" data-source-url="https://github.com/ultralytics/ultralytics/tree/main/ultralytics"><div class="og-image"><img class="thumb_img" src="https://scrap.kakaocdn.net/dn/bLU5SX/hyYCd7pzsW/cqP6Fq9UMUa7fVKSbeV84K/img.png?width=1280&height=640&face=0_0_1280_640,https://scrap.kakaocdn.net/dn/rD7y3/hyYCdM7hDj/lTgqzEX40D7xDWiaeKC6uk/img.png?width=1280&height=640&face=0_0_1280_640" alt="" xxxxonerror="this.src="//img1.kakaocdn.net/thumb/C200x200/?fname=https%3A%2F%2Ft1.daumcdn.net%2Fcafe_image%2Fcafe_meta_image_190529.png""></div><div class="og-text"><p class="og-title">ultralytics/ultralytics at main · ultralytics/ultralytics</p><p class="og-desc">Ultralytics YOLO11 🚀. Contribute to ultralytics/ultralytics development by creating an account on GitHub.</p><p class="og-host">github.com</p></div></a></div><p> </p><p> </p><p> </p><p><span data-ke-size="size18"><b># 파일 구조 확인</b></span></p><div class="figure-img" data-ke-type="image" data-ke-style="alignCenter" data-ke-mobilestyle="widthOrigin"><img src="https://t1.daumcdn.net/cafeattach/1RgNt/15039ecd00a723f1d8b6023fb6ef60cdd2bc0cec" class="txc-image" data-img-src="https://t1.daumcdn.net/cafeattach/1RgNt/15039ecd00a723f1d8b6023fb6ef60cdd2bc0cec" data-origin-width="911" data-origin-height="594"></div><p><span data-ke-size="size18"><b>ultralytics Yolo </b></span></p><p> </p><div class="figure-img" data-ke-type="image" data-ke-style="alignCenter" data-ke-mobilestyle="widthOrigin"><img src="https://t1.daumcdn.net/cafeattach/1RgNt/0954802ab93222898b77d6b3c5dfd1d6da078497" class="txc-image" data-img-src="https://t1.daumcdn.net/cafeattach/1RgNt/0954802ab93222898b77d6b3c5dfd1d6da078497" data-origin-width="916" data-origin-height="830"></div><p><span data-ke-size="size18"><b>multi-task </b></span></p><p> </p><p> </p><p><span data-ke-size="size18"><b># Yolov8의 Multi-task 구조</b></span></p><p> </p><ul style="list-style-type: disc;" data-ke-list-type="disc"><li>yolo/:<ul style="list-style-type: disc;" data-ke-list-type="disc"><li>cfg, data, engine, utils가 여기 폴더 내에 속해있음</li></ul></li><li>tracker/:<ul style="list-style-type: disc;" data-ke-list-type="disc"><li>cfg, trackers, utils가 존재함</li><li>trackers 안에 원래 울트라리틱스에서 쓰던 코드들이 있고 utils는 동일 디렉터리 위치에 있음</li></ul></li></ul><div class="figure-img" data-ke-type="image" data-ke-style="alignCenter" data-ke-mobilestyle="widthOrigin"><img src="https://t1.daumcdn.net/cafeattach/1RgNt/91c9774b4b9db00d46e5072c97c60a0a2bccb7c1" class="txc-image" data-img-src="https://t1.daumcdn.net/cafeattach/1RgNt/91c9774b4b9db00d46e5072c97c60a0a2bccb7c1" data-origin-width="907" data-origin-height="405"><div class="figcaption">울트라리틱스</div></div><div class="figure-img" data-ke-type="image" data-ke-style="alignCenter" data-ke-mobilestyle="widthOrigin"><img src="https://t1.daumcdn.net/cafeattach/1RgNt/9f0a9dcd48e39eb47b682aed84ab9bc0ffca95ad" class="txc-image" data-img-src="https://t1.daumcdn.net/cafeattach/1RgNt/9f0a9dcd48e39eb47b682aed84ab9bc0ffca95ad" data-origin-width="909" data-origin-height="352"><div class="figcaption">Yolov8 multi-task</div></div><p> </p><p>cfg 구성도 다른 걸 확인할 수 있음</p><p>yolo/cfg는 yaml 파일만 존재함. 기존 울트라리틱스에 있는 cfg 폴더는 dataset과 models 등이 있는 반면</p><p>multi-task에서는 따로 다 나와있음을 확인</p><p> </p><p> </p><p> </p><div class="figure-img" data-ke-type="image" data-ke-style="alignCenter" data-ke-mobilestyle="widthOrigin"><img src="https://t1.daumcdn.net/cafeattach/1RgNt/b24dccbed777bce75a11fe5d805838357de371c8" class="txc-image" data-img-src="https://t1.daumcdn.net/cafeattach/1RgNt/b24dccbed777bce75a11fe5d805838357de371c8" data-origin-width="918" data-origin-height="503"><div class="figcaption">울트라리틱스</div></div><p> </p><p><a href="https://kind-slip-86b.notion.site/Multi-Task-Autonomous-Driving-Recognition-Model-Using-YOLOv10-1d48a2c2bfdb80279021cb809404d39d?pvs=4" target="_blank" class="ke-link">https://kind-slip-86b.notion.site/Multi-Task-Autonomous-Driving-Recognition-Model-Using-YOLOv10-</a></p><p><a href="https://kind-slip-86b.notion.site/Multi-Task-Autonomous-Driving-Recognition-Model-Using-YOLOv10-1d48a2c2bfdb80279021cb809404d39d?pvs=4" target="_blank" class="ke-link">1d48a2c2bfdb80279021cb809404d39d?pvs=4</a></p><div class="figure-open" contenteditable="false" data-ke-type="opengraph" data-ke-align="alignCenter" data-og-type="website" data-og-title="Multi-Task Autonomous Driving Recognition Model Using YOLOv10 | Notion" data-og-description="📌 YOLOv8-multi-task" data-og-host="kind-slip-86b.notion.site" data-og-source-url="https://kind-slip-86b.notion.site/Multi-Task-Autonomous-Driving-Recognition-Model-Using-YOLOv10-1d48a2c2bfdb80279021cb809404d39d?pvs=4" data-og-url="https://kind-slip-86b.notion.site/Multi-Task-Autonomous-Driving-Recognition-Model-Using-YOLOv10-1d48a2c2bfdb80279021cb809404d39d" data-og-image="https://scrap.kakaocdn.net/dn/euufKg/hyYEI77dJT/ZTGfLWMLGEDFhRn2hEorc1/img.png?width=1904&height=902&face=0_0_1904_902,https://scrap.kakaocdn.net/dn/MeFdH/hyYCl6mySX/XoDAVVW42s7uVLMph9SPkK/img.png?width=1904&height=902&face=0_0_1904_902"><a href="https://kind-slip-86b.notion.site/Multi-Task-Autonomous-Driving-Recognition-Model-Using-YOLOv10-1d48a2c2bfdb80279021cb809404d39d?pvs=4" target="_blank" data-source-url="https://kind-slip-86b.notion.site/Multi-Task-Autonomous-Driving-Recognition-Model-Using-YOLOv10-1d48a2c2bfdb80279021cb809404d39d?pvs=4"><div class="og-image"><img class="thumb_img" src="https://scrap.kakaocdn.net/dn/euufKg/hyYEI77dJT/ZTGfLWMLGEDFhRn2hEorc1/img.png?width=1904&height=902&face=0_0_1904_902,https://scrap.kakaocdn.net/dn/MeFdH/hyYCl6mySX/XoDAVVW42s7uVLMph9SPkK/img.png?width=1904&height=902&face=0_0_1904_902" alt="" xxxxonerror="this.src="//img1.kakaocdn.net/thumb/C200x200/?fname=https%3A%2F%2Ft1.daumcdn.net%2Fcafe_image%2Fcafe_meta_image_190529.png""></div><div class="og-text"><p class="og-title">Multi-Task Autonomous Driving Recognition Model Using YOLOv10 | Notion</p><p class="og-desc">📌 YOLOv8-multi-task</p><p class="og-host">kind-slip-86b.notion.site</p></div></a></div><p> </p><p> </p><p> </p><p> </p><p> </p>