Máy tính học nhận diện hình ảnh với ít ảnh hơn nhờ tăng cường dữ liệu. Nghiên cứu chỉ ra các kỹ thuật như tạo ảnh nhân tạo và tăng cường neural mang lại hiệu quả nhất định, nhưng cần tinh chỉnh. Dữ liệu từ ảnh điện thoại cũng có thể hữu ích. #DataAugmentation #ImageClassification #AI #DeepLearning #TríTuệNhânTạo #HọcMáy #XửLýẢnh

https://dev.to/paperium/the-effectiveness-of-data-augmentation-in-image-classification-using-deeplearning-4aec

The Effectiveness of Data Augmentation in Image Classification using DeepLearning

Teaching Computers to See With Fewer Photos Researchers found that small tricks can make a...

DEV Community

Hướng dẫn xây dựng mô hình DenseNet201 phân loại ảnh thể thao. Hướng dẫn chi tiết chuẩn bị dữ liệu, tiền xử lý ảnh, mã hóa nhãn và huấn luyện. Giải thích tại sao DenseNet201 hiệu quả với dữ liệu hạn chế nhờ transfer learning. Bao gồm code minh họa và video học. Phù hợp cho người mới bắt đầu tìm hiểu computer vision.

#DenseNet201 #MachineLearning #ComputerVision #ImageClassification #SportsAI
#MôHìnhHọcSâu #XửLýẢnh #NhậnDạngHìnhẢnh #AIViệt

https://www.reddit.com/r/opensource/comments/1okpem

Hướng dẫn xây dựng mô hình DenseNet201 cho phân loại hình ảnh thể thao. DenseNet201 là kiến trúc chuyển giao học mạnh mẽ cho dữ liệu hạn chế. #DenseNet201 #ImageClassification #ThểThao #MachineLearning #HọcMáyTính #PhânLoạiHìnhẢnh

https://www.reddit.com/r/programming/comments/1ok66er/how_to_build_a_densenet201_model_for_sports_image/

A Developer's Guide to Fine-Tuning GPT-4o for Image Classification on Azure AI Foundry | Azure AI Foundry Blog

Learn how to fine-tune OpenAI GPT-4o on Azure to classify dog breeds, compare it with its base model, and optimize for accuracy, latency, and cost.

Azure AI Foundry Blog

Olympic Sports Image Classification tutorial , with TensorFlow & EfficientNetV2
mages

You can find link for the code in the blog : https://eranfeit.net/olympic-sports-image-classification-with-tensorflow-efficientnetv2/

Watch the full tutorial here : https://youtu.be/wQgGIsmGpwo

Enjoy
Eran

#ImageClassification #Efficientnet #EfficientNetV2

Classify any image in seconds using Python , EfficientNetB0 and TensorFlow.

You can find link for the code in the blog : https://eranfeit.net/how-to-classify-images-using-efficientnet-b0/

Link for the tutorial : https://youtu.be/lomMTiG9UZ4

Enjoy
Eran

#Python #ImageClassification #Efficientnet #tensorflow #EfficientnetB0

Transfer learning tutorial for image classification using MobileNet-V3 .

You can find link for the code in the blog : https://eranfeit.net/how-to-actually-use-mobilenetv3-for-fish-classifier/

Watch the full tutorial here: https://youtu.be/12GvOHNc5DI

Enjoy
Eran

#Python #ImageClassification

Super-Quick Image Classification with MobileNetV2

You can find link for the code in the blog : https://eranfeit.net/super-quick-image-classification-with-mobilenetv2/

Check out our tutorial : https://youtu.be/Nhe7WrkXnpM&list=UULFTiWJJhaH6BviSWKLJUM9sg

Enjoy
Eran

#Python #ImageClassification #MobileNetV2

Super-Quick Image Classification with MobileNetV2 - Eran Feit

How to classify images using MobileNet V2 ? Want to turn any JPG into a set of top-5 predictions in under 5 minutes? In this hands-on tutorial I’ll walk you line-by-line through loading MobileNetV2, prepping an image with OpenCV, and decoding the results—all in pure Python. Perfect for beginners who need a lightweight model or

Eran Feit -

🎯 AI isn’t just about text—image classification is driving major innovations across industries!

Learn how businesses are using this tech to improve healthcare diagnostics, boost retail efficiency, and more.

🔗 Read the blog: https://www.softwebsolutions.com/resources/key-use-cases-and-best-practices-of-image-classification-services.html

#AI #ImageClassification #DeepLearning #ComputerVision #TechForGood

What are the top trends and best practices for image classification in 2025?

Explore the top applications, real-world use cases, and best practices of AI-powered image classification in 2025. Discover transforming industries with intelligent visual analysis.

Softweb Solutions

In this tutorial, we will show you how to use Self-Supervised Learning LightlyTrain to train a model on your own dataset for image classification.

more info : https://www.lightly.ai/lightlytrain?utm_source=youtube&utm_medium=description&utm_campaign=eran

Tutorial : https://youtu.be/MHXx2HY29uc

Enjoy
Eran

#Python #ImageClassification #LightlyTrain

Lightly Train

LightlyTrain empowers you to create robust models faster through self-supervised learning. Pre-train models self-supervised and generate meaningful embeddings.