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Top 5 Open Source AI Solutions for Image Processing

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Top 5 Open Source AI Solutions for Image ProcessingReading Time: 4 minutes

 

A few decades or even years ago, self-driving cars and computers with a human-like vision were just a figment of the fantasy writer’s imagination. But today, Artificial intelligence (AI) technologies allow cars to drive safely across busy streets and computers to interpret pictures almost like humans do.

Developers have made impressive progress on how to implement AI on image processing tasks. Furthermore, image processing solutions with AI are widely used in various fields, from medicine to law enforcement to cybersecurity and retail.

AI and machine learning make it possible for the machines to inherit new functionalities through the process of learning. Similarly to small kids, machines can gain the ability to acquire and understand visual information by processing massive amounts of images. To process so much data faster without compromising the final result, developers use image processing models based on machine learning and deep learning algorithms.

In particular, image processing and computer vision solutions use deep learning for accomplishing such complex tasks as:

  • Image classification
  • Object recognition
  • Object tracking
  • Image generation
  • Image retrieval

To implement some computer vision functionalities into your product, you’ll need a large set of tools and resources: image datasets, libraries with code samples, frameworks for creating and training deep learning models. Fortunately, there are a lot of open-course services that you can use to make machine learning less of a mystery and ease the development of your own AI-based image processing solution.

Below, we take a closer look at the five best open source image processing solutions that you can apply to your projects:

  • OpenCV
  • TensorFlow
  • Keras
  • Caffe
  • Google Colab

Let’s get started!

OpenCV

Open Source Computer Vision Library (OpenCV) is one of the most popular open source services for image processing. It’s a free computer vision library that you can use to perform various image processing tasks:

  • Image acquisition
  • Image compression and decompression
  • Image enhancement and restoration
  • Image denoising
  • Image segmentation
  • Data extraction, and more

The library includes numerous algorithms and functions as well as special modules aimed at image processing tasks. Starting from the library version 3.1, there’s also a deep learning module for building and training deep learning models.

With this module, you can use OpenCV to extract features from processed images, and then apply a machine learning model using one of the supported machine learning frameworks.

As of today, OpenCV supports a number of popular frameworks, including TensorFlow, PyTorch, and Caffe. The list of supported types of neural networks includes convolutional, deconvolutional, and recurrent neural networks.

The library is written in C++ and supports C++, Java, Python, and MATLAB interfaces.

TensorFlow

TensorFlow is an open-source machine learning framework created by Google. Initially, the project was started for research purposes of the Google Brain team. Today, however, TensorFlow is widely used by both small startups and large companies such as Dropbox, Intel, and Twitter.

You can use TensorFlow to process different types of data, but in relation to image processing, this framework works best for:

  • Image classification
  • Image recognition
  • Image segmentation
  • Image to image translation (pix2pix)

TensorFlow includes a set of libraries for creating and training custom deep learning models and neural networks. The framework supports Jupyter notebooks and provides a style guide with recommendations on writing readable, consistent code.

TensorFlow supports several popular programming languages, including C++, Python, Java, Rust, and Go. However, you can install third-party bindings for other languages, such as Ruby, Scala, or PHP.

Keras

Keras is an open-source Python library for creating deep learning models. It’s a great solution for those who only begin to use machine learning algorithms in their projects as it simplifies the creation of a deep learning model from scratch. Keras is easy to manage and it is suitable for fast and simple prototyping of different types of neural networks.

The library was built on TensorFlow and is currently fully integrated into the framework. This means that you can write your deep learning model in Keras, as it has a much more user-friendly interface, and then easily implement a specific functionality or feature from TensorFlow in this model.

Keras can also be deployed on top of other popular AI frameworks such as Microsoft Cognitive Toolkit and Theano.

Caffe

Convolutional Architecture for Fast Feature Embedding (Caffe) is an open-source framework that can also be used for creating and training popular types of deep learning architectures. You can use Caffe to accomplish such tasks as image classification, segmentation, and recognition.

Caffe is written in C++ but it also has a Python interface. The framework supports both CPU- and GPU-based accelerated libraries such as NVIDIA cuDNN and Intel MKL. The framework also has a special database, Caffe Model Zoo, containing a set of pre-trained deep learning models. As of today, it offers four BAIR-trained models:

  • BAIR Reference CaffeNet
  • BAIR Reference R-CNN ILSVRC-2013
  • BAIR AlexNet
  • BAIR GoogLeNet

Model Zoo also includes a number of community models trained by other Caffe users. As for the types of supported neural networks, Caffe works best with convolutional neural networks (CNN) and feedforward networks. At the same time, it’s not the best choice for training recurrent neural networks.

In 2017, Facebook launched Caffe2, an open-source framework for training and deploying deep learning models. And in 2018, Caffe2 was integrated with another popular AI framework, PyTorch.

Caffe2 comes with C++ and Python APIs and supports all popular platforms.

Google Colaboratory (Colab)

Google Colaboratory, or simply Colab, is one of the top image processing services. While it’s rather a cloud service than a framework, you can still use Colab for building custom deep learning applications from scratch. With the help of Colab, you can perform such image processing tasks as image classification, segmentation, and object detection.

Google Colab eases the use of other popular AI-based tools such as OpenCV, TensorFlow, and Keras. The service uses Jupyter Notebooks, helping developers to share their knowledge, tips, and best practices on building AI-based applications. Plus, in contrast to other similar services, Colab offers free usage of both CPU- and GPU-based acceleration.

Conclusion

Machine learning models and algorithms help developers implement specific image processing functionalities into their products both quickly and easily. However, building a custom machine learning model or neural network requires lots of resources and a high level of technology expertise. With the help of the listed open-source tools, libraries, and frameworks, you can simplify the process of leveraging Artificial Intelligence technologies to your benefit.

 

This article is a contribution from Marcell Gogan.  Marcell is a specialist within digital security solutions, business design and development, virtualization and cloud computing, R&D projects, establishment and management of software research direction – working with Ekran System. He also loves writing about data management and cybersecurity. 


Source: Latest News on European Gaming Media Network
This is a Syndicated News piece. Photo credits or photo sources can be found on the source article: Top 5 Open Source AI Solutions for Image Processing

George Miller (Gyorgy Molnar) started his career in content marketing and has started working as an Editor/Content Manager for our company in 2016. George has acquired many experiences when it comes to interviews and newsworthy content becoming Head of Content in 2017. He is responsible for the news being shared on multiple websites that are part of the European Gaming Media Network.

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N1 Partners launches a promo for N1 Bet: earn extra payouts for your FTDs!

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N1 Partners has just launched a new campaign for its flagship brand – N1 Bet. Until the end of November partners can boost their payouts by up to +7% when driving traffic to two key Tier-1 GEOs: Australia and Germany.

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SOFTSWISS Deepens Safer Play as Platinum Partner of Responsible Gambling Summit 2025

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SOFTSWISS, an international technology provider with over 15 years in the iGaming sector, has partnered with South African entities for the Responsible Gambling Summit 2025, reinforcing its commitment to safe, sustainable play in one of its key growth regions. The two-day summit, organised by the South African Responsible Gambling Foundation, brings together regulators, operators, and experts to advance harm minimisation and industry collaboration.

The Responsible Gambling Summit 2025 will take place from 13 to 14 November in Johannesburg, South Africa, and will include an awards gala dinner recognising initiatives in safer gambling. The programme spans policy, compliance, innovation, and public education, with sessions on illegal market impacts, regulatory development, and technology’s role in prevention and intervention. A SOFTSWISS representative will join the panel discussion ‘Innovation, Technology, and Responsible Gambling’, which explores emerging risks and mitigation strategies in digital environments.

“Industry partnership is essential to keep responsible gambling and player protection visible, effective, and evidence-based across channels. We greatly value the commitment and partnership of prominent international companies, such as SOFTSWISS, whose support brings expertise and resources to these important initiatives in South Africa,” said Sibongile Simelane-Quntana, Executive Director at the South African Responsible Gambling Foundation.

“South Africa is a priority market for SOFTSWISS, and we are proud to support this summit’s mission to advance safer play through collaboration and technology,” said Miranda Guliashvili, Head of Regional Growth at SOFTSWISS. “We continuously apply responsible gambling best practices in our products to help operators build sustainable, compliant growth.”

Building on this commitment, the SOFTSWISS Anti-Fraud team has delivered measurable results: from January to August 2025, it prevented over 15 million euro in fraudulent transactions, resolved more than 56,000 tasks, and processed 70 player complaints submitted to gaming regulators and forums. As fraud tactics evolve – including attempts to use AI-generated deepfakes during verification – SOFTSWISS is strengthening its tools and processes to help operators maintain a secure, transparent environment.

 

About SOFTSWISS

SOFTSWISS is an international technology company with over 15 years of experience in developing innovative solutions for the iGaming industry. SOFTSWISS provides comprehensive software for managing iGaming projects. The company’s product portfolio includes the Casino Platform, the Game Aggregator with over 35,000 casino games, Affilka Affiliate Platform, the Sportsbook Software and the Jackpot Aggregator. The expert team, based in Malta, Poland, and Georgia, counts over 2,000 employees.

The post SOFTSWISS Deepens Safer Play as Platinum Partner of Responsible Gambling Summit 2025 appeared first on European Gaming Industry News.

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Week 42/2025 slot games releases

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Here are this weeks latest slots releases compiled by European Gaming

PG Soft, a world-class digital mobile games company, has released its powerful new title, Kraken Gold Rush. PG Soft’s game invites players to embark on the perilous high seas and navigate past The Kraken’s monstrous tentacles, desperate to drag ships into the abyss. Sticky Wilds and multipliers reaching x100 help players hunt down a legendary haul of 10 million gold coins.

Evoplay has launched Velvet Gems, a glamorous slot filled with sparkling stones, seamless gameplay, and high reward potential. The game immerses players in a luxurious realm of shimmering rubies, emeralds, and sapphires, where each spin radiates opulence. Striking visuals and a refined soundtrack create a premium atmosphere, making it a perfect choice for players seeking an elegant, feature-rich experience.

The authorities thought they’d finally locked away The Syndicate, the most notorious crew of fugitives in history. But in Nolimit City’s latest release, Breakout, not even a maximum security prison can hold them. This jailbreak-themed slot adds to the list of this year’s releases; Dead Men Walking, Tsar Wars and Kill Em All.

Think you are brave enough to return to the Castle of Terror? This lab experiment-horror sequel from Big Time Gaming is a bone-chilling adventure packed with electrifying features designed to give you the fright of your life. This is a slot where players find themselves in a spooky lab where they must brace themselves for Bonus Respins that are triggered by landing Scatters.

BGaming brings the party to the reels with the release of its latest slot, Fiesta Clusters. This vibrant, highly volatile slice of action combines the celebratory spirit of Cinco de Mayo with the expressive artistry of Día de los Muertos, delivering vibrant thrills for players and a seasonal spike potential for operators around Halloween.

Push Gaming is set to deliver twice the thrills this Halloween with the release of two new seasonal titles, Tarot Treasures and Tricky Treats. Both games highlight the recent launch of Push Gaming’s new product segmentation. Push Action delivers titles with enhanced layers of mechanics and player interaction, a category which Tarot Treasures proudly joins.

Spinomenal has launched Buffalo Rampage – Hold & Hit 3×3, a 3×3 reel, 5 lines video slot. Buffalo Rampage – Hold & Hit 3×3 unfolds across a sun-scorched desert at dusk, framed by towering cacti and brought to life with a slow-paced and Western-inspired soundtrack that immerses players in the action.

TaDa Gaming, has added some dark magic to its TriLuck slots series with its five reels, three rows and 50 fixed paylines new game, 3 Witch’s Lamp. Green, Purple and Blue Potion Pot Scatters can trigger the bonus game’s free spins, five fixed jackpots, ignite coins for wins and increase the bonus prizes.

Blueprint Gaming has introduced a new four pots mechanic and enlarged 5×3 grid to its latest release, Cash Strike Power Force 5marking an innovative double debut for the internationally recognised series. With various iterations from the Cash Strike family consistently ranking in the supplier’s top 10 revenue-generating markets, the new title builds on the impressive momentum from its predecessors.

Play’n GO invites players underwater in Bubblin’ Riches, a 6×4 slot where golden coins and greedy fish collide for submerged surprises. Set in a playful underwater reef, Bubblin’ Riches brings a burst of colour and charm to the reels. At the heart of the action is a bloated Goldfish with a hoarding habit – every Coin Scatter that lands could feed its fortune, or set off a surprise payout.

Playson turns up the heat in its scorching new release Flaming Bells: Hold and Win, where nostalgic gameplay is reinspired with a 5,000x Grand Jackpot, Extra Bonus Game and valuable Multipliers. Collect symbols gather all visible cash values from the reels, including other Collect icons and the three in-game Jackpot symbol values.

ELA Games beckons players to step into a shadowy realm of sorcery and mystery with its newest release: Witches’ Book. Bathe in the magic as a powerful coven of three witches conjures their spells across the reels, revealing mysterious rewards and surprises. Each spin is a step toward ultimate strength, where massive riches and bubbling magic await.

Amusnet has released its latest online video slot, 27 Wild Shots. This vibrant slot game blends the style of classic fruit games with the charm of a fairytale twist, led by none other than the Little Red Riding Hood herself. The three reels burst with familiar symbols of juicy fruits, reimagined in a lively forest theme.

The post Week 42/2025 slot games releases appeared first on European Gaming Industry News.

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