Cancer metastasis detection with neural conditional random field
1. ||
Baidu Research
Silicon Valley AI Lab
Using Deep Learning to Help Pathologists Find Tumors
Yi Li, Baidu Silicon Valley AI Lab
11/14/2018Yi Li 1
MLconf 2018, San Francisco
3. ||
Baidu Research
Silicon Valley AI Lab
11/14/2018Yi Li 3
Reviewing pathology slides can be difficult…
40X WSI
1GB+, ~100K * ~100K pixels
Tumor
Deep learning?
4. ||
Baidu Research
Silicon Valley AI Lab
11/14/2018Yi Li 4
Most existing methods
Patch based deep CNN classifier
Tumor or Normal?
(source from Lunit Inc)
D. Wang, et al. 2016
B. Geçer, 2016
L. Hou, 2016
Y. Liu, 2017
H. Lin, 2017
…