The one-shot approach, DeepMark, for fast clothing detection as a modification of a multi-target network, Center-Net [1], is proposed in the paper. The state-of-the-art accuracy of 0.723 mAP for bounding box detection task and 0.532 mAP for landmark detection task on the DeepFash-ion2 Challenge dataset [2] were achieved. The proposed architecture can be used effectively on the low-power devices.
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