Improvements to YOLOv8

News 2023-09-10 10:05:21 views: null

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Origin blog.csdn.net/qq_33319476/article/details/128657138

Improvements to YOLOv8

YOLOv5, YOLOv8 improvements-BIFPN

YOLOv5, YOLOv8 improvements: BoTNet Transformer

What improvements does YOLOv8 have over the previous generation?

YOLOV8 improvements: TripletAttention | plug-and-play lightweight attention mechanism

YOLOv8/YOLOv7/YOLOv5/YOLOv4/Faster-rcnn series algorithm improvements [NO.83] Change the backbone feature extraction network Backbone to RevCol

YOLOv8/YOLOv7/YOLOv5/YOLOv4/Faster-rcnn series algorithm improvements [NO.79] The improved loss function is VariFocal Loss

YOLOv8 latest improvement series: YOLOV8 backbone improvements - Huawei Noah proposes a new backbone architecture VanillaNet. YOLOv8 integrates the power of deep learning minimalism to greatly improve the robustness of the model! !

YOLOv8 improvements | Main article | The latest results in December TransNeXt feature extraction network (first release on the entire network)

YOLOv8 and its improvements (2) This article (45,000 words) | Training self-built target detection and image segmentation data set |

YOLOv8/YOLOv7/YOLOv5/YOLOv4/Faster-rcnn series algorithm improvements [NO.70] NonDeepNe (ParNet module), a lightweight attention mechanism that does not increase network depth

YOLOv8/YOLOv7/YOLOv5/YOLOv4/Faster-rcnn series algorithm improvements [NO.84] are integrated into the 2023 latest large convolution kernel CNN architecture RepLKNet upgraded version-UniRepLKNet

YOLOv8/YOLOv7/YOLOv5/YOLOv4/Faster-rcnn series algorithm improvements [NO.80] introduce plug-and-play CloFormer: the perfect integration of attention mechanism and convolution

Improvements of YOLOv5 over YOLOv4

YOLOV7 improvements: replaced by MPDIOU to achieve effective gains

YOLOV5 improvements: replaced by MPDIOU to achieve effective gains

yolov8 use

YOLOv8 explanation

Реализовать обучение пользовательским данным на основе YOLOv8 — обнаружение дефектов печатных плат

yolov8 training

What improvements does YOLOv8 have over the previous generation?

yolov8 series [4]-yolov8 model deployment

YOLOv8 fool tutorial

yolov8 path problem

# YOLOv8 test (1)

yolov8 test notes

YOLOv8 test record

Yolov8 target detection

YOLOV8 environment construction

YOLOv8~Garbage Identification

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