SNIPER: Efficient Multi-Scale Training

NeurIPS 2018 Bharat SinghMahyar NajibiLarry S. Davis

We present SNIPER, an algorithm for performing efficient multi-scale training in instance level visual recognition tasks. Instead of processing every pixel in an image pyramid, SNIPER processes context regions around ground-truth instances (referred to as chips) at the appropriate scale... (read more)

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Evaluation results from the paper

Task Dataset Model Metric name Metric value Global rank Compare
Object Detection COCO SNIPER Bounding Box AP 46.1 # 4
Object Detection PASCAL VOC 2007 SNIPER MAP 86.9% # 1