Classification

30 Sep 2025 • 9 min read

How to Detect, Track, and Identify Basketball Players with Computer Vision

Build a computer vision pipeline that detects, tracks, and identifies NBA players during a game. Using models like RF-DETR, SAM2, SigLIP, SmolVLM2, and ResNet, the system handles motion blur, occlusion, and uniform similarity to reliably map jersey numbers to player identities.

4 Jul 2025 • 6 min read

How to Train a ResNet-34 Model on a Custom Dataset

Learn how to train a ResNet-34 model for image classification using a custom dataset.

25 Jun 2025 • 5 min read

How to Train a ResNet-18 Model with a Custom Dataset

Learn how to train a ResNet-18 classification model with a custom dataset.

22 Jan 2025 • 6 min read

How to Train and Deploy a ResNet-50 Model

Learn how to train a ResNet-50 model for image classification.

22 Jan 2025 • 6 min read

How to Train and Deploy a Vision Transformer (ViT) Classification Model

Learn how to train a Vision Transformer (ViT) classification model using Roboflow.

22 Jul 2024 • 3 min read

How to use MobileNetV4 for Classification

Learn how to use the MobileNetV4 architecture to classify images using pre-trained model weights.

20 May 2024 • 8 min read

What is Scene Classification? An Introduction.

In this guide, learn what scene classification is and how to classify scenes with computer vision.

6 Feb 2024 • 4 min read

Use an Image Classification API to Classify Images

Learn how to use the CLIP-powered Roboflow image classification API to assign labels to images.

16 Nov 2023 • 5 min read

What is Zero-Shot Classification?

Learn what zero-shot classification is, what zero-shot classification is used for, and how to use zero-shot classification to solve computer vision problems.

7 Nov 2023 • 4 min read

Distilling GPT-4 for Classification with an API

In this guide, learn how to distill GPT-4V to train an image classification model.

7 Nov 2023 • 5 min read

How CLIP and GPT-4V Compare for Classification

In this post, we analyze how CLIP and GPT-4V compare for classification.

30 May 2023 • 5 min read

How to Classify Images with DINOv2

In this guide, we walk through how to classify images using DINOv2 and a dataset from Roboflow Universe.

8 Jan 2021 • 5 min read

How to Try CLIP: OpenAI's Zero-Shot Image Classifier

Earlier this week, OpenAI dropped a bomb on the computer vision world.

3 Sep 2020 • 7 min read

Use Resnet34 for Image Classification

Can a computer tell the difference between a dandelion and a daisy? In this post we put these philosophical musings aside, and dive into the the code necessary to find the answer. We walk through the steps necessary to train a custom image classification model from the Resnet34 backbone using