Shypd.aiThe largest open index of AI toolsLightly-train is an open-source AI tool that provides all-in-one training for vision models, including pretraining, fine-tuning, and distillation. It supports various models like YOLO, ViTs, RT-DETR, and DINOv3 for object detection, segmentation, and image classification.
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Lightly-train is a comprehensive, open-source framework designed to streamline the development of state-of-the-art computer vision models. It covers the entire model development lifecycle, from pretraining DINOv2/v3 vision foundation models on unlabeled data to fine-tuning transformer and YOLO models for detection and segmentation tasks. The tool supports various applications such as object detection, panoptic segmentation, instance segmentation, semantic segmentation, and image classification. It also offers distillation capabilities, allowing users to transfer knowledge from DINOv2 or DINOv3 foundation models into their custom architectures, leading to improved performance across different models like YOLOv8, YOLOv11, RT-DETR, and Faster R-CNN. Lightly-train is installable via pip and provides clear usage examples for different vision tasks.
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