Dilith JayakodyReinforcement Cutting-Agent Learning for VOS — A Quick OverviewIn my previous post, I discussed a technique that uses Reinforcement Learning (RL) for instance segmentation. In this post, let’s go over…Oct 20, 2022Oct 20, 2022
Dilith JayakodySeedNet for Interactive Segmentation — A Quick OverviewSeedNet is a model that uses Reinforcement Learning (RL) for interactive segmentation. Interactive segmentation is a method of segmenting…Oct 11, 2022Oct 11, 2022
Dilith JayakodySOTA in Scene Text Recognition 2022: A Quick OverviewScene Text Recognition (STR) is one of the more challenging tasks in computer vision, especially considering how much variation is…Sep 26, 2022Sep 26, 2022
Dilith JayakodyTrain a Custom OCR Model with CDistNetSimilar to what I mentioned about PARSeq in my previous blog post, CDistNet, too, is a model that’s been performing very well at Scene Text…Sep 25, 2022Sep 25, 2022
Dilith JayakodyPARSeq: Train a Custom OCR ModelI was recently going over the Scene Text Recognition benchmark list at Papers With Code. To my surprise, almost the entire benchmark list…Sep 18, 2022Sep 18, 2022
Dilith JayakodyEasy to Build Autonomous Robot Car (with Code)An overview of my project on building an autonomous robot car. Includes the source code + guidance on how to navigate the repository.Sep 12, 2022Sep 12, 2022
Dilith JayakodyStyleGAN2 to Project Real ImagesA couple of notebooks to generate synthetic images from real images using StyleGAN2. Also includes a notebook to regenerate COCO images.Sep 5, 2022Sep 5, 2022
Dilith JayakodyThe NT-Xent Loss ExplainedAn overview of the NT-Xent loss (both high-level and in depth), along with its pseudocode and implementation.Sep 4, 2022Sep 4, 2022
Dilith JayakodyMy Internship Experience at H2O.aiA brief summary of my experience as a Machine Learning Engineering Intern at H2O.aiAug 15, 2022Aug 15, 2022
Dilith JayakodyA VR Image using OpenCV and BlenderVR comes in many different shapes and sizes (literally). I wasn’t quite sure what to call this but VR was the word I finally landed on…Nov 16, 2020Nov 16, 2020