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NVIDIA Smooth Motion preview

NVIDIA Smooth Motion

Core contributor to NVIDIA's driver-level frame generation solution.

DLSSFrame GenerationAI Graphics
Deep Learning Based Video Compression preview

Deep Learning Based Video Compression

Proposed a novel CNN utilizing partition information in video encoder to enhance compressed videos (deblocking). Achieved about 10% bitrate saving on benchmark sequences. Paper accepted by ICIP 2019 (oral) and won 2nd prize in ChinaMM 2018 challenge.

CNNHEVCPythonPyTorchVideo Processing
Intelligent Surveillance System preview

Intelligent Surveillance System

Established a dataset for human fall detection. Developed a real-time deep learning based fall detection algorithm with over 80% accuracy. Won "Best Demo of the Year" award at Microsoft Research Asia Symposium in 2017.

Deep LearningComputer VisionReal-time DetectionPython
Adaptive lossless compression of skeleton sequences preview

Adaptive lossless compression of skeleton sequences

Implemented a lossless compression method for skeletons data in videos based on spatial and temporal correlation. Achieved about 84% compression ratio on test surveillance sequences. Published two papers and had one proposal accepted.

Lossless CompressionSkeleton TrackingC++Video Analysis

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