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Dhyey Manish Rajani's Projects

6d-pose-estimation icon 6d-pose-estimation

Developed and implemented a regularized 6D pose estimation pipeline based on poseCNN architecture for generalized pose estimation in wild

colorization icon colorization

Automatic colorization using deep neural networks. "Colorful Image Colorization." In ECCV, 2016.

martian-terrain-classification-an-auditory-approach icon martian-terrain-classification-an-auditory-approach

This method uses unsupervised and soft self-supervision for auditory Martian terrain classification , based on data from the Perseverance Rover. Next Up, we plan to make this system completely self-supervised with martian terrain images

mobile-robot-localization icon mobile-robot-localization

Wrote all filter-based mobile robot localization algorithms from scratch and put them under one roof i.e. here, I have (also) developed an ecosystem to bind any localization filter based python script with a customized robot motion framework in ROS.

openstl icon openstl

OpenSTL: A Comprehensive Benchmark of Spatio-Temporal Predictive Learning

oricon3d icon oricon3d

A Robust, light-weight and unique 3D object detection architecture providing results (better than the conventional architectures) in real-time autonomous driving scenarios

pose-graph-slam icon pose-graph-slam

Developed and implemented 2D and 3D Pose Graph SLAM using the GTSAM library and Gauss Newton Solver on the Intel and Parking Garage g2o datasets respectively

robot-mapping icon robot-mapping

Developed and implemented all the occupancy mapping based sensor models for mobile robot mapping and successfully implemented the BKI Semantic mapping pipeline.

twilight-slam-navigating-low-light-environments icon twilight-slam-navigating-low-light-environments

Twilight SLAM is unique framework augmenting the SLAM navigation frameworks with low-light image enhancement modules for navigating in dusky or extremely low-light or any illumination rendered featureless environments.

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