VisionWizard

A Medium publication I founded and edited in 2020, with a small team of engineers, to rewrite research papers in a proper algorithmic flow: fewer words, more visuals, the implementation details that papers leave out. Every article is listed here under its author. Mine live on this site in full; the others open on Medium, where they belong to their writers, and are placed on the map so they connect to everything else.

Writers: Deval Shah, Devshree Patel, Gourav Bais, Kanan Vyas, Mahima Modi, Marzieh Mehdizadeh, Ratnam Parikh, Shreejal Trivedi, Vardan Agarwal, Yesha R Shastri, dhwani mehta.

DateArticleAuthorKindTags
Nov 2025 Train Your Own Speech Recognition Model in 5 Simple Steps ↗ Gourav Bais Read Speech and audioDeveloper tools
Aug 2021 In defense of triplet loss for person re-identification ↗ Deval Shah Paper Re-identificationLoss functions
Mar 2021 Improving Illumination in Night-Time Images ↗ Vardan Agarwal Read Image enhancementDeveloper tools
Oct 2020 Insight on Style Attentional Networks (SANet) for Arbitrary Style Transfer ↗ dhwani mehta Paper Generative modelsAttention modules
Aug 2020 OpenAI’s GPT — Part 1: Unveiling the GPT Model ↗ Yesha R Shastri Paper Language modelsTransformersNatural language
Aug 2020 PAMTRI: Pose-Aware Multi-Task Learning for Vehicle Re-Identification Using Highly Randomized Synthetic Data ↗ Deval Shah Paper Re-identificationKeypoints and poseTraffic analytics
Aug 2020 Protecting Privacy Using Fawkes Against Unauthorized Surveillance ↗ Vardan Agarwal Paper FacesImage classification
Aug 2020 LISA: An End-to-End Deep Framework for Instance Shadow Detection ↗ Devshree Patel Paper SegmentationObject detection
Aug 2020 SpinalNet: Deep Neural Network with Gradual Input ↗ Ratnam Parikh Paper Backbone designImage classification
Aug 2020 Text2SQL — Part 5: Final Insights · Text2SQL 5/5 ↗ Devshree Patel Read Natural languageLanguage modelsDeveloper tools
Aug 2020 Text2SQL — Part 4: State-Of-The-Art Models · Text2SQL 4/5 ↗ Devshree Patel Read Natural languageLanguage modelsTransformers
Jul 2020 Dynamic Convolution — An Exciting Innovation over Convolution Kernels from Microsoft Research ↗ Yesha R Shastri Paper ConvolutionsAttention modulesEfficient networks
Jul 2020 Face Spoofing Detection in Python ↗ Vardan Agarwal Read FacesDeveloper tools
Jul 2020 Assembled CNN: Trick-o-Tweaks ↗ Mahima Modi Paper Training recipesBackbone designData augmentation
Jul 2020 Text2SQL — Part 3: Baseline Models · Text2SQL 3/5 ↗ Devshree Patel Read Natural languageLanguage models
Jul 2020 DetectoRS — A Comprehensive Review Shreejal Trivedi Paper Feature pyramids and necksConvolutionsObject detection
Jul 2020 Text2SQL — Part 2: Datasets · Text2SQL 2/5 ↗ Devshree Patel Read Natural languageDatasets and labelling
Jul 2020 SpineNet: An Unconventional Backbone Architecture from Google Brain ↗ Yesha R Shastri Paper Backbone designObject detectionFeature pyramids and necks
Jul 2020 Text2SQL — Part 1: Introduction · Text2SQL 1/5 ↗ Devshree Patel Read Natural languageLanguage models
Jul 2020 DarkCovidNet: Automated detection of COVID-19 with X-ray images ↗ Ratnam Parikh Paper Medical imagingImage classification
Jul 2020 Weakly Supervised Object Detection — An End to End Training Pipeline ↗ Yesha R Shastri Paper Object detectionWeak supervision
Jul 2020 BoolGAN: DCGAN For Car Image Generation ↗ Ratnam Parikh Read Generative modelsDeveloper tools
Jul 2020 Self-Supervised Classification: Semantic Clustering by Adopting Nearest Neighbors ↗ Mahima Modi Paper Self-supervised learningImage classification
Jul 2020 SNIPER: Efficient Multi-Scale Training ↗ Devshree Patel Paper Object detectionTraining recipesEfficient networks
Jul 2020 Is ALBERT short for BERT? ↗ Marzieh Mehdizadeh Paper Language modelsTransformersNatural language
Jul 2020 Video Semantic Segmentation -A Novel Approach from NVIDIA ↗ Yesha R Shastri Paper SegmentationVideoData augmentation
Jun 2020 Facebook AI TransCoder ↗ Devshree Patel Paper Natural languageLanguage modelsTransformers
Jun 2020 Novel Visual Question Answering system on 360⁰ Images ↗ Ratnam Parikh Paper Vision and languageNatural language
Jun 2020 MixConv — Mixed Depthwise Convolutional Kernels from Google Brain Shreejal Trivedi Paper ConvolutionsEfficient networks
Jun 2020 Synthetic Bounding Box Generation ↗ Mahima Modi Read Datasets and labellingObject detectionData augmentation
Jun 2020 Simple, Powerful, and Fast— RegNet Architecture from Facebook AI Shreejal Trivedi Paper Backbone designImage classification
Jun 2020 Triplet Loss Demystified in 5 mins ↗ Deval Shah Read Loss functionsRe-identificationFaces
Jun 2020 Revolutionary Object Detection Algorithm from Facebook AI ↗ Deval Shah Paper Object detectionSet predictionTransformers
Jun 2020 YOLOv4 — Version 1: Bag of Freebies · YOLOv4 2/5 ↗ Deval Shah Paper Object detectionData augmentationTraining recipesLoss functions
Jun 2020 YOLOv4 — Version 3: Proposed Workflow · YOLOv4 4/5 ↗ Deval Shah Paper Object detectionBackbone designFeature pyramids and necks
Jun 2020 Understanding Attention Modules: CBAM and BAM — A Quick Read Shreejal Trivedi Paper Attention modulesBackbone design
May 2020 Understanding Focal Loss —A Quick Read Shreejal Trivedi Paper Loss functionsClass imbalanceObject detection
May 2020 Benchmark Datasets: Gas-station for CV ↗ Mahima Modi Read Datasets and labellingEvaluation and metricsObject detectionTracking
May 2020 YOLOv4 — Version 4: Final Verdict · YOLOv4 5/5 Shreejal Trivedi Paper Object detectionData augmentationTraining recipes
May 2020 Understanding DIoU Loss — A Quick Read ↗ Mahima Modi Paper Loss functionsObject detectionNon-maximum suppression
May 2020 YOLOv4 — Version 2: Bag of Specials · YOLOv4 3/5 Shreejal Trivedi Paper Object detectionAttention modulesActivation functionsFeature pyramids and necks
May 2020 EfficientDet — A Comprehensive Review ↗ Kanan Vyas Paper Object detectionFeature pyramids and necksEfficient networks
May 2020 YOLOv4 — Version 0: Introduction · YOLOv4 1/5 Shreejal Trivedi Paper Object detectionBackbone design
May 2020 CenterNet: Objects as Points — A Comprehensive Guide Shreejal Trivedi Paper Anchor-free detectionKeypoints and poseObject detection
Apr 2020 Object Detection — A Quick Read Shreejal Trivedi Read Object detectionLoss functions
Apr 2020 The Surveillance phenomenon you must know about : Multi Object Tracking ↗ Deval Shah Read TrackingVideoRe-identification
Apr 2020 Object Segmentation ↗ Kanan Vyas Read Segmentation

47 articles, newest first.