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SSD: Single Shot MultiBox Detector

Introduction

@article{Liu_2016,
   title={SSD: Single Shot MultiBox Detector},
   journal={ECCV},
   author={Liu, Wei and Anguelov, Dragomir and Erhan, Dumitru and Szegedy, Christian and Reed, Scott and Fu, Cheng-Yang and Berg, Alexander C.},
   year={2016},
}

Results and models

Backbone Size Style Lr schd Mem (GB) Inf time (fps) box AP Config Download
VGG16 300 caffe 120e 9.9 43.7 25.9 config model | log
VGG16 512 caffe 120e 19.4 30.7 29.8 config model | log

Notice

In v2.14.0, PR5291 refactored SSD neck and head for more flexible usage. If users want to use the SSD checkpoint trained in the older versions, we provide a scripts tools/model_converters/upgrade_ssd_version.py to convert the model weights.

python tools/model_converters/upgrade_ssd_version.py ${OLD_MODEL_PATH} ${NEW_MODEL_PATH}
  • OLD_MODEL_PATH: the path to load the old version SSD model.
  • NEW_MODEL_PATH: the path to save the converted model weights.