Unverified50% confidenceSolutionExact time
For a small dataset of 5,600 images, training a standard DETR from scratch is almost certain to fail, and it is recommended to load COCO pretrained weights for fine-tuning.
1
Sources
50%
Confidence
Long-term
Relevance
8/13/2026
First Seen
Sources
小数据集训练DETR：无人机枯树检测实战解析
Related Claims
UnverifiedOn small datasets, DETR weights pre-trained on large-scale datasets such as COCO should be used for fine-tuning rather than training from scratch80% similarUnverifiedThe original DETR requires 500 epochs of training on the COCO dataset (approximately 118,000 training images) to achieve satisfactory performance.76% similarUnverified1-bit/1.58-bit要求从训练阶段就以低精度权重为目标，与训练后量化方案本质不同73% similarUnverified一位Reddit开发者的DETR训练场景为：划分后仅5600张图像、无人机俯拍林地枯树检测、类别总数6个，考虑将参数量削减至200万从零训练72% similar
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