YOLOv5 improvement series (13) - replace the activation function of SiLU, ReLU, ELU, Hardswish, Mish, Softplus, AconC series, etc. - Code World

YOLOv5 improvement series (13) - replace the activation function of SiLU, ReLU, ELU, Hardswish, Mish, Softplus, AconC series, etc.

Enterprise 2023-07-11 18:31:53 views: null

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Origin blog.csdn.net/weixin_43334693/article/details/131513850

YOLOv5 improvement series (13) - replace the activation function of SiLU, ReLU, ELU, Hardswish, Mish, Softplus, AconC series, etc.

Activation function: Sigmod & tanh & Softplus & Relu Comments

Activation function - Sigmoid, Tanh, ReLu, softplus, softmax

Activation function - Sigmoid, Tanh, ReLu, softplus, softmax

Various activation functions of deep learning network Sigmoid, Tanh, ReLU, Leaky_ReLU, SiLU, Mish

[YOLOv7/YOLOv5 series algorithm improvement NO.7] Loss function improvement

YOLOv5 Improvement Series (17)——Replacing MPDIoU of IoU (ELSEVIER 2023|Beyond WIoU, EIoU, etc.|Measured increase point)

ELU activation function

YOLOv5 improvement series (11) - add loss function EIoU, AlphaIoU, SIoU, WIoU

Detailed activation function Mish

Activation function summary (sigmoid, tanh, RELU, LRel, PReLU, ELU, GELU and SELUS)

[Activation Function] Several activation functions you must know in deep learning: Sigmoid, Tanh, ReLU, LeakyReLU and ELU activation functions (latest compiled in 2024)

YOLOv5 Improvement Series (19) - Swin TransformerV1 to replace the backbone network (ViT model with smaller parameters)

YOLOv5 improvement series (18) - replace Neck's AFPN (new progressive feature pyramid | beyond PAFPN | measured increase point)

YOLOv5 Improvement Series (21) - RepViT to replace the backbone network (Tsinghua ICCV 2023|The latest open source mobile terminal ViT)

YOLOv5 Improvement Series (23) - MobileViTv2 to replace the backbone network (an efficient separable self-attention mechanism for mobile vision Transformer)

Relu advantage activation function

Commonly used activation functions Sigmoid, ReLU, Swish, Mish, GELU

Yolov5 activation function

yolov7 improvement series

Interpretation of Tensorflow learning by relu activation function - ReLu

relu6 activation function

relu6 activation function

[YOLOv7/YOLOv5 series improvement NO.52] Integrating the C2f module in YOLOv8

Attention mechanism + ReLU activation functions: adaptation parameters of the activation function RELU

[YOLOv7/YOLOv5 series improvement NO.53] Integrating the ECVBlock module in the CFPNet network to improve the detection ability of small targets

Target detection algorithm improvement series adds EIOU, SIOU, AlphaIOU, FocalEIOU, etc.

[YOLOv7/YOLOv5 series algorithm improvement NO.8] Non-maximum suppression NMS algorithm improvement Soft-nms

YOLOv5 Improvement Series (20) - Add BiFormer Attention Mechanism (CVPR2023|Small Goal Increase Point Artifact)

YOLOv5 improvement series (24) - MobileViTv3 that replaces the backbone network (a further upgrade of the mobile lightweight network)

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