An open API service indexing awesome lists of open source software.

https://github.com/kentaroy47/efficientdet.pytorch

:neckbeard:Unofficial implementation of EfficientDet
https://github.com/kentaroy47/efficientdet.pytorch

apex efficientdet pytorch retinanet ssd

Last synced: 8 months ago
JSON representation

:neckbeard:Unofficial implementation of EfficientDet

Awesome Lists containing this project

README

          

Now training models..

|*backbone* |*resolution*|*VOCmAP* |*COCOmAP*|*Inference[ms]*|*model*|
|:------: |:------------:|:----------:|:-------:|:-------------:|:-----:|
|EfficientnetB0(wo/BiFPN)|512 |77.0 |TBD | | |
|EfficientnetB0(w/BiFPN) |512 |77.2 |TBD | | |
|EfficientnetB2(wo/BiFPN)|768 |TBD |TBD | | |
|EfficientnetB2(w/BiFPN) |768 |TBD |TBD | | |
|EfficientnetB4(wo/BiFPN)|1024 |TBD |TBD | | |
|EfficientnetB4(w/BiFPN) |1024 |TBD |TBD | | |
|EfficientnetB6(wo/BiFPN)|1408 |TBD |TBD | | |
|EfficientnetB6(w/BiFPN) |1408 |TBD |TBD | | |

# efficientdet.pytorch
unofficial implementation of efficientdet

- supported efficientnet backbone (B0 for now)
- supported resnet backbone.
- supports BiFPN.
- supports VOC and COCO training.

## requirements
`pip install --upgrade efficientnet-pytorch`

## PASCAL-VOC training
- see `train_efficientdet.ipynb`
- see `eval.ipynb` for evaluation

## COCO training
- see `train_efficientdet.ipynb` and configure MS-COCO dataset.

## FP16 training
- see `train_fp16_apex.ipynb`

![configs](https://miro.medium.com/max/678/1*hGTQY4XHbAtPch7nLEp12g.png)

![perf](https://miro.medium.com/max/1922/1*QVVzgKBg7P4nbKHcnO1uKQ.png)