CVPRW, 2023 Kinematic aware, Animatable and Class-agnostic 3D deformable objects from causual monocular videos without the use any priors or camera poses - A Template free approach
Motion prediction with the help of rasterized set of images, CNN , LSTM encoder-decoder based model.
Also planning to explore the kalman and other optimisation techniques other than learning based approaches
Also, currenly exploring a Vectornet based approach skipping the whole razterization part and making the pipeline faster.
• Detector to find helmets, Image2Map (BEV)
• Classifier to classify players into 2(H/V) teams and Registration of detected players on 2D map to provided tracking data. Later track detected
bounding boxes and reassign players.
• Implementation of Kalman for improvised tracking alongside testing of DeepSORT
• Predict the 2022 College Men’s Basketball Tournament
• Analyse the trend based on past 5 year’s data
Annotate and classify cathater position. Robust approach to get the endpoints of the cathaters even though the enpoints contribute to a less than 1% footprint of the whole image
• Improve high precision GNSS positioning and navigation accuracy on smartphones
• Process and clean the GNSS logs to compute location down to decimeter or even centimeter resolution placed 94/810
• Use of Kalman smoothening and constant velocity heading model to improve accuracy of GNSS data, more visualization in repo
End2End detection, pose-estimation and tracking with ReID of crowded regions under various lighting conditions
Landmark Recognition | Google
ICCV 2022 Workshop Competition | 58/930
• Use of Additive Angular Margin Loss (ArcFace), and other Bag-of-tricks from person re-identification
• Random Erasing, label smooth, triplet loss, IBN-extension, last stride=1
• Used DELF and DOLG based approches to find and extract features/ Similar stuff used here also for Happy Dolphin comp
• Design and prototype a slider-crank based actuation mechanism to automate the compression in BVM ventilator
• Performed Pressure trajectory analysis to achieve required PIP and PEEP values at outlet with the help of COMSOL multiphysics module
• Device fabrication and characterization of MOF as advanced moisture sorbents for energy-efficient high temperature cooling
• Performed XRD and Thermogravimetric Analysis to determine the structure of MOF and water update respectively.
More Projects
MMDet Ultimate Detection and Segmentation Toolkit: I experimented with MMDet Pipeline for medical image segmentation. code here Based on competition hosted here,
Placed 119/1505 participants
G2Net Gravitational Wave Detection - European Gravitational Observatory: Find gravitational wave signals from binary black hole collisions Used FFT and 1D CNN to detect the gravitational waves.
Placed 33/1219 teams
March Machine Learning Mania 2022 - Men’s: Predict the 2022 College Men's Basketball Tournament (kaggle competition), also here is the visulalization tool for bracket builing
NCAA_BracketBuilder Placed 14/930 participants
Crypto- Market prediction based on anonymised features (Ubiquant Market Prediction) I
Used Tabnet based model.
Placed 99/2893 participants
TEAM YUKTA RACING - Autobots Assemble! We Build, We Race.....! Defending Champions of GKDC 2020