论文地址:Slicing Aided Hyper Inference and Fine-tuning for Small Object Detection 开源代码:github.com/obss/sahi 摘要 场景中的小物体检测是视频监控的主要挑战。这类物体由于图像中的像素占比较少,缺乏足够的细节,因此难以使用传统目标检测方法进行检测。本文提出了一个名为 Slicing Aided Hyper Inference (SAHI)...
2 Slicing Aided Hyper Inference (SAHI) 和滑动窗口的思想类似,作者将图像分割成多个重叠的切片slices。这样就使得输入网络的图像的小目标占比较高。 2-1 Slicing aided fine-tuning 从fine-tuning数据中,随机裁剪出一个随机区域([ , ]和[ , ]),等比例放缩到输入图像大小,和原图一起用于fine-tuning。 注意:...
This research will utilize the YOLOv8m object detection model and the slicing method, namely Slicing Hyper Aided Hyper Inference (SAHI), which is anticipated to enhance the precision of object detection models on high-resolution aerial imagery. The study concluded that the...
In this work, an open-source framework called Slicing Aided Hyper Inference (SAHI) is proposed that provides a generic slicing aided inference and fine-tuning pipeline for small object detection. The proposed technique is generic in the sense that it can be applied on top of any available ...
SAHI: Slicing Aided Hyper Inference A lightweight vision library for performing large scale object detection & instance segmentation OverviewObject detection and instance segmentation are by far the most important applications in Computer Vision. However, the detection of small objects and inference ...
SAHI: Slicing Aided Hyper Inference A lightweight vision library for performing large scale object detection & instance segmentation OverviewObject detection and instance segmentation are by far the most important applications in Computer Vision. However, the detection of small objects and inference ...
SAHI: Slicing Aided Hyper Inference A lightweight vision library for performing large scale object detection & instance segmentation OverviewObject detection and instance segmentation are by far the most important fields of applications in Computer Vision. However, detection of small objects and inferenc...
SAHI: Slicing Aided Hyper Inference A lightweight vision library for performing large scale object detection & instance segmentation OverviewObject detection and instance segmentation are by far the most important fields of applications in Computer Vision. However, detection of small objects and inferenc...
SAHI: Slicing Aided Hyper Inference A lightweight vision library for performing large scale object detection & instance segmentation OverviewObject detection and instance segmentation are by far the most important fields of applications in Computer Vision. However, detection of small objects and inf...
SAHI: Slicing Aided Hyper Inference A lightweight vision library for performing large scale object detection & instance segmentation OverviewObject detection and instance segmentation are by far the most important fields of applications in Computer Vision. However, detection of small objects and inf...