DeepPicker: a Deep Learning Approach for Fully Automated Particle Picking in Cryo-EM
@article{Wang2016DeepPickerAD, title={DeepPicker: a Deep Learning Approach for Fully Automated Particle Picking in Cryo-EM}, author={Feng Wang and Huichao Gong and Gaochao liu and Meijing Li and C. Yan and Tian Xia and X. Li and Jianyang Zeng}, journal={Journal of structural biology}, year={2016}, volume={195 3}, pages={ 325-336 } }
Particle picking is a time-consuming step in single-particle analysis and often requires significant interventions from users, which has become a bottleneck for future automated electron cryo-microscopy (cryo-EM. [...] Key Result Tests on the recently-published cryo-EM data of three complexes have demonstrated that our deep learning based scheme can successfully accomplish the human-level particle picking process and identify a sufficient number of particles that are comparable to those picked manually by…Expand
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