最近準(zhǔn)備實(shí)踐一下 poly-yolo，所以多做一些筆記。

論文原作者的poly-yolo項(xiàng)目在GitLab上面Poly-YOLO。
該項(xiàng)目基于tensorflow1.15
在Github上面頁(yè)有一些復(fù)現(xiàn)。

1、任意多邊形檢測(cè)

介于目標(biāo)檢測(cè)與實(shí)例分割之間，可用于檢測(cè)指定邊數(shù)，任意多邊形的神經(jīng)網(wǎng)絡(luò)。基于Yolov5模型進(jìn)行開發(fā)。
本項(xiàng)目基于該項(xiàng)目進(jìn)行二次開發(fā)https://github.com/ultralytics/yolov5/
項(xiàng)目是基于pytorch實(shí)現(xiàn)的。
Yolo-ArbPolygon

2、poly-yolo keras

poly-yolo

3、polyp_detection_based_on_yolov3

項(xiàng)目基于pytorch
polyp_detection_based_on_yolov3
We apply YOLO v3 on polyp detection

The data is from CVC colon DB, 380 photos from 15 pieces of colonoscopy.

We retrained the network for 1000 epoch with batch size of 16, 80% of data for training and 20% for testing.

The result is as shown, and the highest one reached the 96.9% of mAP.

The weight is on https://drive.google.com/file/d/1R1rT2CjVm6U1NijyHUgef7aUpLbgI86l/view?usp=sharing, use detect.py to detect new images.

polyp_detection_based_on_yolov3

4、poly-YOLOv3

poly-YOLOv3
項(xiàng)目基于pytorch
poly-YOLOv3
An arbitrary 4-points polygons detector based on YOLOv3

Work in progress, might never be finished !

5、Poly-YOLO

Poly-YOLO
項(xiàng)目基于pytorch實(shí)現(xiàn)
Poly-YOLO
This repo contains pytorch implementation of CVPR2020 Poly-YOLO: higher speed, more precise detection and instance segmentation for YOLOv3.

6、yolov3-polygon

yolov3-polygon
項(xiàng)目基于pytorch實(shí)現(xiàn)
This is a implementation of rotation object detecion based on YOLOv3-quadrangle. I upgraded it to support pytorch 1.1 or higher and fix some bugs. Object detection in arbitrary orientations is achieved by detecting four corner points, the model has been tested on remote sensing dataset UCAS-AOD. The results and trained models can be found here.

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