Yet-Another-EfficientDet-Pytorch VS darknet

Compare Yet-Another-EfficientDet-Pytorch vs darknet and see what are their differences.

Yet-Another-EfficientDet-Pytorch

The pytorch re-implement of the official efficientdet with SOTA performance in real time and pretrained weights. (by zylo117)

darknet

YOLOv4 / Scaled-YOLOv4 / YOLO - Neural Networks for Object Detection (Windows and Linux version of Darknet ) (by AlexeyAB)
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Yet-Another-EfficientDet-Pytorch darknet
1 62
5,183 21,449
- -
0.0 6.5
over 2 years ago about 1 month ago
Jupyter Notebook C
GNU Lesser General Public License v3.0 only GNU General Public License v3.0 or later
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Yet-Another-EfficientDet-Pytorch

Posts with mentions or reviews of Yet-Another-EfficientDet-Pytorch. We have used some of these posts to build our list of alternatives and similar projects. The last one was on 2021-08-26.
  • Bounding box annotations and object orientation
    3 projects | /r/computervision | 26 Aug 2021
    However, there are papers on oriented object detectors (see https://arxiv.org/pdf/1911.07732.pdf) for example. In that paper, they do achieve better results using oriented bounding boxes. If you want to go down that route, I would suggest using the EfficientDet model, because the PyTorch code that you'll find for it is quite easy to understand and modify. For example, I've taken https://github.com/zylo117/Yet-Another-EfficientDet-Pytorch, and modified it to include a "thing-ness" logit, and this was pretty easy to do. Classic EfficientDet models only include logits (aka output neurons that get softmax-ed) for each class, and if any one of these class neurons is greater than 0.5, then it is considered "a thing". Anyway - that's digression, but my point is that I've thought about adding oriented box support to an EfficientDet model, and it didn't seem to be too hard, although I haven't actually done it. If I was to start now, I would probably go with https://github.com/rwightman/efficientdet-pytorch, since Ross Wightman's models are becoming a de-facto standard in the PyTorch world for all things image-related.

darknet

Posts with mentions or reviews of darknet. We have used some of these posts to build our list of alternatives and similar projects. The last one was on 2023-03-21.

What are some alternatives?

When comparing Yet-Another-EfficientDet-Pytorch and darknet you can also consider the following projects:

simple-faster-rcnn-pytorch - A simplified implemention of Faster R-CNN that replicate performance from origin paper

yolov5 - YOLOv5 🚀 in PyTorch > ONNX > CoreML > TFLite

efficientdet-pytorch - A PyTorch impl of EfficientDet faithful to the original Google impl w/ ported weights

tensorflow-yolov4-tflite - YOLOv4, YOLOv4-tiny, YOLOv3, YOLOv3-tiny Implemented in Tensorflow 2.0, Android. Convert YOLO v4 .weights tensorflow, tensorrt and tflite

fashionpedia-api - Python API for Fashionpedia Dataset

tensorflow-yolo-v3 - Implementation of YOLO v3 object detector in Tensorflow (TF-Slim)

TFLiteDetection - TensorFlow Lite Object Detection Python Implementation

SipMask - SipMask: Spatial Information Preservation for Fast Image and Video Instance Segmentation (ECCV2020)

yolor - implementation of paper - You Only Learn One Representation: Unified Network for Multiple Tasks (https://arxiv.org/abs/2105.04206)

SynthDet - SynthDet - An end-to-end object detection pipeline using synthetic data

darknet_ros - YOLO ROS: Real-Time Object Detection for ROS