Akruti Acharya

Author

Akruti Acharya

Akruti is a data scientist and technical content writer with a M.Sc. in Machine Learning & Artificial Intelligence from the University of Birmingham. She enjoys exploring new things and applying her technical and analytical skills to solve challenging problems and sharing her knowledge and experience with her readers.

All articles by Akruti Acharya

Text2Cinemagraph: Synthesizing Artistic Cinemagraphs

Text2Cinemagraph: Synthesizing Artistic Cinemagraphs

Machine Learning

Object Classification with Caltech 101

Object Classification with Caltech 101

The Complete Guide to Object Tracking [Tutorial]

The Complete Guide to Object Tracking [Tutorial]

Improving Training Data with Outlier Detection

Improving Training Data with Outlier Detection

How SAM 2 and Encord Transforms Video Annotation

How SAM 2 and Encord Transforms Video Annotation

6 Steps to Build Better Computer Vision Models

6 Steps to Build Better Computer Vision Models

Machine Learning

How to Choose the Right Data for Your Computer Vision Project

How to Choose the Right Data for Your Computer Vision Project

Data Operations

Med-PaLM: Google Research’s Medical LLM | Explained

Med-PaLM: Google Research’s Medical LLM | Explained

Machine Learning

Tracking Everything Everywhere All at Once | Explained

Tracking Everything Everywhere All at Once | Explained

Machine Learning

Slicing Aided Hyper Inference (SAHI) for Small Object Detection | Explained

Slicing Aided Hyper Inference (SAHI) for Small Object Detection | Explained

Machine Learning

What is Vector Similarity Search?

What is Vector Similarity Search?

Machine Learning

Visual Foundation Models vs. State-of-the-Art: Exploring Zero-Shot Object Segmentation with Grounding-DINO and SAM

Visual Foundation Models vs. State-of-the-Art: Exploring Zero-Shot Object Segmentation with Grounding-DINO and SAM

Machine Learning

Top 10 Open Source Datasets for Machine Learning

Top 10 Open Source Datasets for Machine Learning

Machine Learning

TAPIR: Tracking Any Point with per-frame Initialization and temporal Refinement | Explained

TAPIR: Tracking Any Point with per-frame Initialization and temporal Refinement | Explained

Machine Learning

CVPR 2024: Top Artificial Intelligence and Computer Vision Papers Accepted

CVPR 2024: Top Artificial Intelligence and Computer Vision Papers Accepted

Computer Vision

Meta AI's CoTracker: It is Better to Track Together for Video Motion Prediction

Meta AI's CoTracker: It is Better to Track Together for Video Motion Prediction

Machine Learning

Dual-Stream Diffusion Net for Text-to-Video Generation

Dual-Stream Diffusion Net for Text-to-Video Generation

Machine Learning

Meta-Transformer: Framework for Multimodal Learning

Meta-Transformer: Framework for Multimodal Learning

Machine Learning

MEGABYTE, Meta AI’s New Revolutionary Model Architecture, Explained

MEGABYTE, Meta AI’s New Revolutionary Model Architecture, Explained

Machine Learning

How to Build Your First Machine Learning Model

How to Build Your First Machine Learning Model

Machine Learning

Exploring the RarePlanes Dataset

Exploring the RarePlanes Dataset

NVLM 1.0: NVIDIA's Open-Source Multimodal AI Model

NVLM 1.0: NVIDIA's Open-Source Multimodal AI Model

Machine Learning

Automate Text Labeling for Your Image Dataset: A Step-by-Step Guide

Automate Text Labeling for Your Image Dataset: A Step-by-Step Guide

Computer Vision

Fine-Tuning VLM: Enhancing Geo-Spatial Embeddings

Fine-Tuning VLM: Enhancing Geo-Spatial Embeddings

FastViT: Hybrid Vision Transformer with Structural Reparameterization

FastViT: Hybrid Vision Transformer with Structural Reparameterization

Machine Learning

OpenAI o1: A New Era of AI Reasoning

OpenAI o1: A New Era of AI Reasoning

Machine Learning

Llama 2: Meta AI's Latest Open Source Large Language Model

Llama 2: Meta AI's Latest Open Source Large Language Model

Machine Learning

Apple’s MM1.5 Explained

Apple’s MM1.5 Explained

Machine Learning

Vision Fine-Tuning with OpenAI's GPT-4: A Step-by-Step Guide

Vision Fine-Tuning with OpenAI's GPT-4: A Step-by-Step Guide

Machine Learning

How to use SAM to Automate Data Labeling in Encord

How to use SAM to Automate Data Labeling in Encord

What is Data Labeling? The Ultimate Guide [2026]

What is Data Labeling? The Ultimate Guide [2026]

Data Operations

What to Expect From OpenAI’s GPT-Vision vs. Google’s Gemini

What to Expect From OpenAI’s GPT-Vision vs. Google’s Gemini

Machine Learning

Gemini Robotics: Advancing Physical AI with Vision-Language-Action models

Gemini Robotics: Advancing Physical AI with Vision-Language-Action models

Computer Vision

Intralogistics: Optimizing Internal Supply Chains with Automation

Intralogistics: Optimizing Internal Supply Chains with Automation

Computer Vision

How To Detect Data Drift on Datasets

How To Detect Data Drift on Datasets

Data Operations

Apple Vision PRO - Extending Reality to Radiology

Apple Vision PRO - Extending Reality to Radiology

Computer Vision

Instance Segmentation in Computer Vision: A Comprehensive Guide

Instance Segmentation in Computer Vision: A Comprehensive Guide

Computer Vision

Data Classification 101: Structuring the Building Blocks of Machine Learning

Data Classification 101: Structuring the Building Blocks of Machine Learning

Data Operations

Improving Data Quality Using End-to-End Data Pre-Processing Techniques in Encord Active

Improving Data Quality Using End-to-End Data Pre-Processing Techniques in Encord Active

How Poor Data is Killing Your Models and How to Fix It

How Poor Data is Killing Your Models and How to Fix It

Data Operations

Meta AI’s I-JEPA, Image-based Joint-Embedding Predictive Architecture, Explained

Meta AI’s I-JEPA, Image-based Joint-Embedding Predictive Architecture, Explained

Machine Learning

How to Use GPT-4o for Model Development with Encord

How to Use GPT-4o for Model Development with Encord

Ray-Ban Meta Smart Glasses are Getting an Upgrade with Multimodal AI

Ray-Ban Meta Smart Glasses are Getting an Upgrade with Multimodal AI

Machine Learning

MiniGPT-v2 Explained

MiniGPT-v2 Explained

Machine Learning

Segment Anything Model 2 (SAM 2) & SA-V Dataset from Meta AI

Segment Anything Model 2 (SAM 2) & SA-V Dataset from Meta AI

Computer Vision

YOLOv9: SOTA Object Detection Model Explained

YOLOv9: SOTA Object Detection Model Explained

Machine Learning

Florence-2: Microsoft's New Foundation Model Explained

Florence-2: Microsoft's New Foundation Model Explained

Machine Learning

9 Ways to Balance Your Computer Vision Dataset

9 Ways to Balance Your Computer Vision Dataset

Computer Vision

DINOv3 Explained: Scaling Self-Supervised Vision Transformers

DINOv3 Explained: Scaling Self-Supervised Vision Transformers

Computer Vision

Diffusion Transformer (DiT) Models: A Beginner’s Guide

Machine Learning

Google Launches Gemini, Its New Multimodal AI Model

Google Launches Gemini, Its New Multimodal AI Model

Machine Learning

Comparative Analysis of YOLOv9 and YOLOv8 Using Custom Dataset on Encord Active

Comparative Analysis of YOLOv9 and YOLOv8 Using Custom Dataset on Encord Active

The Python Developer's Toolkit for PDF Processing

The Python Developer's Toolkit for PDF Processing

Data Operations

Introduction to Vision Transformers (ViT)

Introduction to Vision Transformers (ViT)

Machine Learning

OpenAI Releases New Text-to-Video Model, Sora

OpenAI Releases New Text-to-Video Model, Sora

Machine Learning

Meta’s V-JEPA: Video Joint Embedding Predictive Architecture Explained

Meta’s V-JEPA: Video Joint Embedding Predictive Architecture Explained

Machine Learning

Exploring GPT-4 Vision: First Impressions

Exploring GPT-4 Vision: First Impressions

Machine Learning

Qwen-VL and Qwen-VL-Chat: Introduction to Alibaba’s AI Models

Qwen-VL and Qwen-VL-Chat: Introduction to Alibaba’s AI Models

Machine Learning

LLaVA, LLaVA-1.5, and LLaVA-NeXT(1.6) Explained

LLaVA, LLaVA-1.5, and LLaVA-NeXT(1.6) Explained

Machine Learning

Meta’s Llama 3.1 Explained

Meta’s Llama 3.1 Explained

Machine Learning

GPT-4 Vision vs LLaVA

GPT-4 Vision vs LLaVA

Machine Learning

Exploring Vision-based Robotic Arm Control with 6 Degrees of Freedom

Exploring Vision-based Robotic Arm Control with 6 Degrees of Freedom

Computer Vision

Mistral Large Explained

Mistral Large Explained

Machine Learning

Overfitting in Machine Learning: How to Detect and Avoid Overfitting in Computer Vision?

Overfitting in Machine Learning: How to Detect and Avoid Overfitting in Computer Vision?

Machine Learning

Phi-3: Microsoft’s Mini Language Model is Capable of Running on Your Phone

Phi-3: Microsoft’s Mini Language Model is Capable of Running on Your Phone

Machine Learning

MM1: Apple’s Multimodal Large Language Models (MLLMs)

MM1: Apple’s Multimodal Large Language Models (MLLMs)

Machine Learning

Stable Diffusion 3: Multimodal Diffusion Transformer Model Explained

Stable Diffusion 3: Multimodal Diffusion Transformer Model Explained

Computer Vision

YOLO World Zero-shot Object Detection Model Explained

YOLO World Zero-shot Object Detection Model Explained

Machine Learning

Claude 3 | AI Model Suite: Introducing Opus, Sonnet, and Haiku

Claude 3 | AI Model Suite: Introducing Opus, Sonnet, and Haiku

Computer Vision

Mistral 7B: Mistral AI's Open Source Model

Mistral 7B: Mistral AI's Open Source Model

Machine Learning