传统的YOLO算法在小目标检测方面存在一定的问题,容易漏检或误检。因此,本研究将通过改进网络结构、调整参数设置等方式,提高YOLOv8算法对小目标的检测准确性和稳定性。 引入FasterNet的思想,加速口罩类型分类检测系统的运行速度。FasterNet是一种轻量级的目标检测网络,具有较快的推理速度和较小的模型体积。通过将FasterNet...
论文地址:arxiv.org/abs/2303.0366 github:GitHub - JierunChen/FasterNet: Code release for PConv and FasterNet 2.1 Partial Convolution 我们提出了一种新的partial卷积(PConv),通过同时减少冗余计算和内存访问,可以更有效地提取空间特征。 2.2 PConv3加入到Yolov8 核心代码: class PConv(nn.Module): def ...
YOLOv8In this paper, we propose a underwater target detection method that optimizes YOLOv8s to make it more suitable for realtime and underwater environments. First, a lightweight FasterNet module replaces the original backbone of YOLOv8s to reduce the computation and improve the performance of...
改进YOLOv8模型的应用,将为智慧电子秤的食品图像分割系统带来显著的技术优势。传统的图像处理方法往往依赖于手工特征提取,难以适应复杂多变的食品图像特征。而YOLOv8模型通过深度学习技术,能够自动学习图像中的特征,具备更强的适应性和鲁棒性。通过对YOLOv8模型的改进,可以进一步提升其在特定应用场景下的性能,例如针对食品...
YOLO(You Only Look Once)系列模型因其实时性和高准确率,广泛应用于目标检测和分割任务中。特别是YOLOv8模型,凭借其在特征提取和模型优化方面的创新,展现出优越的性能,为苹果品种的自动识别与分割提供了新的可能性。本研究旨在基于改进的YOLOv8模型,构建一个高效的苹果品种分割系统。我们将使用一个包含1900张图像的...
yolov5x.yaml 预训练权重: 迭代次数*: 分类名称*: 0 1 2 3 4 5 6 7 8 9 chicken dog cat pig tiger lion elephant sheep car peson txt格式的标签分类名称按顺序一行一个 xml格式的标签分类名称可以留空,程序会自动从xml文件里提取出名称 下一步 ...
Currently 4 types anchors supported, parameter anchors_mode controls which anchor to use, value in ["efficientdet", "anchor_free", "yolor", "yolov8"]. Default None for det_header presets. NOTE: YOLOV8 has a default regression_len=64 for bbox output length. Typically it's 4 for other ...
在下述文件夹中创立yolov8-fasternet.yaml 代码语言:javascript 代码运行次数:0 运行 AI代码解释 # Parameters nc: 80 # number of classes scales: # model compound scaling constants, i.e. 'model=yolov8n.yaml' will call yolov8.yaml with scale 'n' # [depth, width, max_channels] n: [0.33,...
To promptly and accurately detect and identify these surface defects, this paper proposes a method for defect detection of printed circuit board surface based on an improved YOLOv8 with FasterNet backbone algorithms. Firstly, FasterNet is employed as the backbone network structure to minimize ...
yolov5x.yaml 预训练权重: 迭代次数*: 分类名称*: 0 1 2 3 4 5 6 7 8 9 chicken dog cat pig tiger lion elephant sheep car peson txt格式的标签分类名称按顺序一行一个 xml格式的标签分类名称可以留空,程序会自动从xml文件里提取出名称 下一步 ...