Large Batch Optimization for Object Detection: Training COCO in 12 minutes.
Tong WangYousong ZhuChaoyang ZhaoWei ZengYaowei WangJinqiao WangMing TangPublished in: ECCV (21) (2020)
Keyphrases
- object detection
- training set
- optimization process
- batch mode
- global optimization
- object detectors
- multi class
- discriminatively trained
- optimization problems
- optimization algorithm
- background subtraction
- training phase
- discrete optimization
- training process
- optimization method
- test set
- quality prediction
- object classification
- stochastic gradient descent
- image parsing
- object recognition
- boosted classifiers
- optimization model
- object class
- training algorithm
- pedestrian detection
- face detection
- generative model
- supervised learning
- small number
- artificial neural networks