Worker Posture Analysis
Benchmarking state-of-the-art pose estimation algorithms across camera configurations for real-world 3D human pose analysis.
Computer VisionPose EstimationModel BenchmarkingDeep Learning
Research
Deep learning and computer vision for 3D human understanding, medical imaging, and real-world deployment.
3D Pose-to-Kinematics Mapping
We benchmark three state-of-the-art 3D pose estimation models on biomechanical joint angle accuracy and discover that models with lower MPJPE produce higher joint angle error — challenging a core assumption in the field.
Deep LearningBiomechanics3D Pose EstimationEvaluation MetricsComputer Vision
Tennis Serve Dataset & Analysis
A large-scale 3D pose estimation dataset of 5,966 professional tennis serves from broadcast video, enabling motion classification, player identification, and performance prediction using deep learning at unprecedented scale.
Computer VisionDatasetML PipelinePose Estimation3D ReconstructionClassification
Deep Learning for Pediatric Crohn's Disease
A deep learning approach for predicting pediatric Crohn's disease from histopathological whole slide images, with investigation of inter-site generalizability and site-specific artifact mitigation.
Deep LearningMedical ImagingHistopathologyCNNGrad-CAM