Mikhail Toporkov

Title: Mikhail Toporkov: Innovator in Dental Technology

Introduction

Mikhail Toporkov is a prominent inventor based in Moscow, Russia. He has made significant contributions to the field of dental technology, particularly through his innovative approaches to machine learning and image processing. With a total of 3 patents, Toporkov is recognized for his advancements that enhance dental diagnostics and treatment.

Latest Patents

One of Toporkov's latest patents is titled "Machine learning dental segmentation methods using sparse voxel representations." This invention involves methods for automatically segmenting a 3D model of a patient's teeth. The process includes scanning a patient's dentition and converting the scan data into a 3D model, which features a sparse voxel representation. By extracting features from this representation, a machine learning model can be trained to segment the 3D model into individual dental components.

Another notable patent is "Deep learning for tooth detection and evaluation." This method begins with receiving an image of a patient's face, which includes a depiction of teeth. The image is processed using trained machine learning models that output a pixel-level classification. This classification identifies pixels inside and outside a bounding shape that encompasses the teeth. The image is then cropped to focus on the teeth, allowing for further operations to be performed on the cropped image.

Career Highlights

Mikhail Toporkov is currently employed at Align Technology, Inc., a company known for its innovative dental products and technologies. His work at Align Technology has allowed him to apply his expertise in machine learning to real-world dental applications, significantly impacting the industry.

Collaborations

Toporkov collaborates with talented individuals in his field, including Aleksandr Anikin and Aleksandr Sergeevich Karsakov. These collaborations foster an environment of innovation and creativity, leading to advancements in dental technology.

Conclusion

Mikhail Toporkov is a key figure in the realm of dental technology, with a focus on machine learning and image processing. His patents reflect a commitment to improving dental diagnostics and treatment methods. Through his work at Align Technology and collaborations with fellow innovators, Toporkov continues to make strides in enhancing dental care.