PinnedParth Rajesh DedhiainTowards Data ScienceBuilding Face Recognition Model Under 30 MinutesFine-tuning VGG-16 to build Siamese Network trained on Triplet-Loss function for Face Recognition Tasks9 min read·Sep 27, 2020--2--2
Parth Rajesh DedhiainTowards Data ScienceImplementing Spatial Transformer Network (STN) in TensorFlowSpatial Transformer Networks (STN) is a differentiable module that can be inserted between convolution layers to provide Equivariance to…11 min read·Dec 21, 2020--3--3
Parth Rajesh DedhiainTowards Data ScienceFaster R-CNN: A Step towards Real-Time object DetectionFaster R-CNN introduces a novel Region Proposal Network which makes it feasible to achieve real-time performance with the existing…11 min read·Nov 26, 2020----
Parth Rajesh DedhiainTowards Data ScienceUnderstanding Fast-RCNN for Object DetectionThe fast-RCNN paper highlights the drawbacks of SPPNet and RCNN, and build a relatively fast and accurate model9 min read·Nov 6, 2020----
Parth Rajesh DedhiainTowards Data ScienceUnderstanding SPPNet for Object Detection and ClassificationSPPNet allows variable size input image to CNN and can be used for Classification and Object Detection9 min read·Nov 1, 2020--1--1
Parth Rajesh DedhiainTowards Data ScienceUnderstanding Regions with CNN features (R-CNN)The architectural details of R-CNN and key takeaways from the model design and the paper.9 min read·Oct 26, 2020----
Parth Rajesh DedhiainTowards Data ScienceImplementing Capsule Network in TensorFlowA complete guide to implementing a capsule network and visualize its features10 min read·Sep 7, 2020--6--6