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Top 5 Open Source AI Solutions for Image Processing
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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
Latest News
JioBLAST Launches All Stars vs India powered by Campa Energy: A New Era of Creator-Driven Esports Entertainment
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JioBLAST today announced the launch of JioBLAST All Stars vs India powered by Campa Energy, an exciting new creator-led, competitive entertainment format featuring BGMI, that brings gaming icons and fans together on one stage. The high-octane event will take place on 29th–30th November 2025 at NESCO, Mumbai, with registrations open on the JioGames app.
JioBLAST All Stars marks JioBLAST’s debut in India’s rapidly growing gaming and esports entertainment landscape and will headline GamingCon Bharat 2025, one of the country’s premier gaming festivals. Designed for India’s massive gaming audience base, All Stars vs India is a unique format that allows fans to either team up with or take on their favourite creators, transforming audiences into participants in an immersive, interactive show experience.
The tournament is a first-of-its-kind creator-led esports entertainment format featuring two fan-driven competitions, including a Jio Solo Tournament, exclusive for Jio customers to play with their favourite stars and an open Team Tournament for squads across India to play against the All stars.
Speaking on the announcement, Charlie Cowdrey, CEO, JioBLAST, said: “We’re thrilled to launch JioBLAST All Stars vs India, a fan-first, creator-powered format designed to bring India’s next wave of gamers into the spotlight. This is just the beginning of how JioBLAST will redefine competitive entertainment in India – more events, bigger line-ups, and new formats that level up every season. We’re thankful to KRAFTON for enabling us to bring this experience to the BGMI community.”
On the partnership, Megha Raturi, CMO, Reliance Consumer Products Ltd, said: “Campa Energy is more than a beverage; it’s an attitude. By partnering with JioBLAST, we’re tapping into the spirit of India’s unstoppable youth, those rewriting the rules of competition and resilience through gaming. All Stars vs India is a celebration of that unbreakable drive.”
At its core, JioBLAST All Stars represents a new era of competitive entertainment, where creators, fans, and communities converge in a format that celebrates participation. With open online qualifiers for players, JioBLAST is enabling aspiring gamers to share the stage with some of India’s most followed and respected gaming content creators at GamingCon Bharat.
Star-Studded Creator Line-up
- Payal Gaming
- Shreeman Legend
- Soul Regaltos
- Snax Gaming
Fans can qualify through open tournaments hosted on JioGames, leading to the Creator vs Community showcase matches on the main stage. The live event will feature professional production, live shoutcasting, fan meet-and-greets, and exclusive creator-driven content, ensuring a premium experience both on-ground and online.
JioBLAST All Stars vs India Registration Details:
- Event: JioBLAST All Stars vs India powered by Campa Energy
- Venue: GamingCon Bharat, Nesco, Mumbai
- Dates: 29–30 November 2025
- Game: Battlegrounds Mobile India
- Registrations to compete: Open until November 14th on the JioGames app
- Team Tournament: Open for all players across India
- Jio Solo Tournament: Exclusive for Jio users
- Total tournament Prize Pool : INR 10,00,000
Gaming enthusiasts can buy GaminCon Bharat 2025 tickets from District by Zomato. JioBLAST is a joint venture between Jio, BLAST, and RISE Worldwide Limited, combining Jio’s 500+ million-strong digital ecosystem with BLAST’s global expertise in esports entertainment and RISE’s leadership in sports and event management. Together, they aim to build India’s most engaging and scalable esports IP ecosystem – from world-class tournaments to creator-driven entertainment formats.
With India emerging as one of the world’s largest gaming markets and the Online Gaming Bill 2025 actively supporting industry growth, JioBLAST is set to accelerate the nation’s journey towards becoming a global esports powerhouse.
The post JioBLAST Launches All Stars vs India powered by Campa Energy: A New Era of Creator-Driven Esports Entertainment appeared first on European Gaming Industry News.
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Swintt games go live in Italy after receiving ADM certification
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Rapidly-expanding software provider enters its 13th regulated market following Italian regulator’s approval of Elysium Studios – Driven by Swintt titles
Having previously outlined its intentions to enter more regulated markets throughout 2025, sought-after software provider Swintt has announced that it has now officially been greenlit by Italy’s Agencia delle Dogane e dei Monopoli (ADM) to offer its slots in the country.
The new certification has initially been granted for Elysium Studios – Driven by Swintt titles, and though further approval is planned for both SwinttPremium and SwinttSelect releases in the not-too-distant future, the provider has already put pen to paper with two of Italy’s leading operators.
Launched in 2024 following Swintt’s acquisition of Elysium Studios, Elysium Studios – Driven by Swintt is a cutting-edge collection of releases that incorporates elements of social, mobile and casino gaming to deliver a more engaging experience that’s custom-made for the modern player.
Featuring inventive themes, innovative features and intuitive, mobile-first game mechanics, some of the biggest hits to come from the collaboration to date include the quirky, folk lore-inspired I Hate Fairytales and the swashbuckling skull and bones epic, Pirate Pledge Hold & Win.
Given both titles boast a cast of characters that includes everything from punk rock princesses to salty sea dogs and a huge selection of rewarding bonus rounds, the two games and many more from the Elysium Studios line-up are certain to prove a popular addition among Italian audiences.
With Swintt’s successful acquisition of ADM certification now paving the way for the provider to enter its 13th regulated market, the decision will significantly expand the company’s European footprint and enable it to form further partnerships with Italian operators in the months to come.
David Mann, Chief Executive Officer at Swintt, said: “At Swintt, our focus has always been on ensuring that our content gets put in front of players in as many regulated markets as possible – and acquiring ADM approval to offer our games in Italy is another significant step on this journey.
“As an established iGaming market with a huge emerging player base, we feel our Elysium Studios – Driven by Swintt line-up can make a big impact in the region and we look forward to being able to roll out our other core line-ups very soon.”
The post Swintt games go live in Italy after receiving ADM certification appeared first on European Gaming Industry News.
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Week 45/2025 slot games releases
Reading Time: 6 minutes
Here are this weeks latest slots releases compiled by European Gaming
Relax Gaming is diving to the ocean floor for Treasure Tumble Dream Drop, an 8×8 cluster-pays adventure in the hit Tumble series starring fearless explorer Scarlett Spinz. Momentum is everything as position multipliers build, cluster wins cascade and a suite of blocker-busting power-ups keeps the action flowing, with a maximum win potential of 10,000x.
Get ready for a fresh, fruity adventure with Amusnet’s newest slot – 20 Bulky Fruits Buy Bonus! This colourful game brings classic fruit symbols to life across 20 paylines, offering plenty of ways to hit winning combinations and enjoy nonstop excitement. The Buy Bonus feature lets you jump straight into the action, unlocking bonus rounds whenever you want for instant thrills.
TaDa Gaming, has added to its renowned TriLuck series with a classic Chinese themed slot game, 3 Lucky Baozhu. Offering multiple ways to win, 1000x max and 97% RTP, this gorgeously colourful game sparkles and crackles with fortune and good luck. The five reels, three rows, 50 fixed paylines grid holds traditional symbols including Caishen god of wealth, lucky red envelopes, lanterns and musical instruments.
Spinomenal has released Demi Gods VII Ultra Mode as part of its hugely successful Demi Gods Series. This is a 5×4 reel 50 lines video slot that takes players on an epic journey through the realm of the immortals, where financial fate rests with the gods. A powerful, surging soundtrack amplifies the gameplay and makes for a thunderous reels experience.
Endorphina has released its newest Halloween title, 3 Witch Pots. The slot features 5 reels, 4 rows, and 40 fixed paylines. This Halloween addition to the Endorphina slots portfolio takes players on a mystical journey to help a skillful witch’s lair.
Witness the downfall of John, a man of order, a devoted father, a loyal husband and a pillar of routine. Nolimit City’s latest release, Disorder, unearths the twisted origin story of Mental and Mental II. This highly anticipated slot falls under the extreme themed category of Nolimit City slots such as Serial and Disturbed.
BGaming invites players to saddle up and head to the Wild West in the brand-new Wild Wick online slot. The game is the latest to be developed in collaboration with Strmlytics, a leader in live-streaming data analytics. Wild Wick introduces players to a charismatic bounty hunter inspired by classic Western Heroes from Clint Eastwood’s Man with No Name and Terence Hill’s Lucky Luke to the animated cowboys of the Soviet cartoon Treasure Island.
Stakelogic is closing out spooky season in style with Soul Slayer, a gripping slot experience where every spin becomes a battle for survival. Set in a world consumed by demonic forces, Soul Slayer challenges players to embrace their inner warrior and strike back with precision, fury, and Wild-filled rewards.
Red Rake Gaming presents Get the Coins!, a slot that combines gold coins with Major, Minor, and Grand prizes in a dynamic, fast-paced experience. This release offers rapid gameplay and an exclusive Mini-Game that delivers unique reward opportunities in every session. With its 3×3 reel format, each spin can generate coins and trigger the “Get the Coins!” Mini-Game with collectible coins whenever at least one coin appears on each reel.
Spinmatic announced the launch of Elemental Fusion, a revolutionary title that fuses the mechanics of Video Slots with the engaging features of Plinko games. This innovative product release highlights Spinmatic’s commitment to developing unique and compelling gaming experiences for the igaming market.
Amusnet has released 20 Golden Coins: Reel Fishing, a next-generation video slot that combines the charm of the game classics with the thrill of modernity. This 5-reel, 20-payline release brings the joy of fishing to life with vibrant visuals, engaging features and a soundtrack that fully immerses players in a sunny day by the water.
Evoplay has launched Sky Sentinels, a new slot that lets players decide their fate under the Egyptian sky. Every spin offers a choice between the Sun and the Moon. The radiant Sun guides wins from right to left, while the mysterious Moon moves them from left to right, each creating a unique way to play and win.
Million Games has announced the launch of Gatsby Gold, a 5×3, 243-ways video slot that combines the elegance of 1920s art deco with dynamic modern gameplay. The game offers 243 ways to win, a 96.3% RTP, and a maximum payout of 8,100x the bet, making it as rewarding as it is stylish.
Evoplay has launched Young Deer Song, a festive high-volatility slot that takes players deep into a mystical forest where nature’s creatures lead the way to great rewards. As the moon rises over the treetops, the reels come alive in this Christmas themed title with the fox, owl, raccoon, and wolf, each carrying their own charm and fortune.
Take to the skies and soar like an eagle, then swoop in and grab big wins by spinning the reels of Thunder Eagle Hold and Win Extreme from Booming Games. This action-packed, feature-filled slot is a wild adventure with a chance to win up to 10,000x. Thunder Eagle Hold and Win Extreme is a 5×3, 25-fixed payline slot.
Squid Gold X2 by 18Peaches invites players to dive deep into a world of mystery, magic and forgotten riches. Set within a sacred castle filled with ancient relics and hidden chambers, every spin feels like a step deeper into the unknown. The legendary golden squid is said to guard untold fortunes, and only the bravest adventurers will uncover its secrets.
With Swintt having already opened the way to a world of wonder in the original Lucky Fortune Door, this month the award-winning software provider is back in action again with Lucky Fortune Door Wild – an exciting reboot that gives players even more ways to win! Like its SwinttPremium predecessor, Lucky Fortune Door Wild is a five-reel slot that can be played with either five or ten paylines.
The post Week 45/2025 slot games releases appeared first on European Gaming Industry News.
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