A coarse-to-fine approach for fast deformable object detection

作者：

Highlights：

• New method for fast deformable object detection.

• The cost of detection is dominated by the cost of matching the model parts.

• Multiresolution part-based model with a fast coarse-to-fine inference.

• Lateral connections among parts helps to maintain a coherent object representation.

• Our fast inference can be combined with cascades to multiply the speed-up.

摘要

Highlights•New method for fast deformable object detection.•The cost of detection is dominated by the cost of matching the model parts.•Multiresolution part-based model with a fast coarse-to-fine inference.•Lateral connections among parts helps to maintain a coherent object representation.•Our fast inference can be combined with cascades to multiply the speed-up.

论文关键词：Object recognition,Object detection

论文评审过程：Received 13 November 2013, Revised 17 October 2014, Accepted 8 November 2014, Available online 15 November 2014.

论文官网地址：https://doi.org/10.1016/j.patcog.2014.11.006