Cloudinary Alternatives: Compare and Explore for Your Design and Development Needs

Cloudinary is a well-known tool for image and video processing and management. It’s a cloud-based solution that enables users to easily upload files and rich media like images and videos to the cloud and manage them efficiently. Users can also apply different image transformations and enhancements like image rotation, artistic filters, image rounding, etc.

Additionally, you can deliver optimized images and videos for the web in the most efficient format and resolution, thanks to content-aware AI algorithms.

While thousands of people use Cloudinary, it has its own drawbacks. For instance, some people find the paid plan a bit expensive. Additionally, Cloudinary doesn’t allow you to restrict media access to only authorized users. As a result, many people are now looking for other similar tools. If you’re looking for Cloudinary alternatives, this article is the right place.

What Are The Best Cloudinary Alternatives For Uploading And Managing Media Assets?

If you have lots of media assets and you need to upload, manage, process, and deliver images and videos for your web platforms, apps, and websites, you can choose from the following Cloudinary alternatives:


Filestack provides a comprehensive set of tools and APIs that allow users to upload, transform and deliver files and media assets quickly and easily.


  • With Filestack‚Äôs File Picker, you can add a secure and reliable file uploader to your apps super quickly and easily. The efficient file uploader provides a user-friendly interface and is highly customizable and configurable. You can also integrate it with social media and productivity apps like Instagram, Facebook, Dropbox, Google Drive, and many more. The file uploader even enables you to add your own integration. You can also access the underlying API via SDKs.
  • The Intelligent Ingestion‚ĄĘ of Filestack can adapt to changing network conditions, offering upload success 99.999% of the time.
  • Filestack enables users to upload files over HTTP using the Filestack File API. It also supports multipart uploads.
  • Filestack Drag-and-Drop makes it super easy to implement an easy-to-use drag-and-drop file uploader to your web apps and improve user experience. Adding the drag-and-drop uploader is simple and quick, as it requires only three lines of code.
  • With Filestack File Converter, you can quickly convert files, such as documents and images, to another format. It supports 200+ file types, including Docx, JPG, PNG, HTML, and more. Filestack‚Äôs powerful document conversions preserve the structure, special characters, fonts, images, page breaks, and more. You can also convert documents to images, such as WEBP, PNG, JPG, and more.
  • Filestack also offers image manipulation and transformation features. This way, users can easily convert, optimize and transform image files. For example, you can resize and rotate images. You can also increase the resolution of images using the Filestack image processing API. For instance, you can upscale images, reduce noise, fix image resolution, and more.


ImageKit is another excellent alternative to Cloudinary that offers features like image upload, image resizing, real-time image optimization, and more.


  • ImageKit offers more than 40 URL parameters for image and video transformation. For example, you can crop and resize images, add watermarks, etc. It even allows users to generate short previews for your video using the trim transformation parameters.
  • You can efficiently optimize your images using ImageKit‚Äôs optimization features. For instance, delivering images in the WebP format is super easy as you don‚Äôt have to change the image URLs. Additionally, the tool automatically analyzes various formats and converts the image into the right format depending on the type of device, browser support, and image content.
  • With ImageKit, image and video management is super easy. It allows users to create, transfer, copy or delete files and folders in the cloud.
  • With ImageKit, you can achieve a faster loading speed thanks to its global CDN featuring over 200 PoPs (points of presence.) This translates to reduced bounce rates and improved conversion rates.
  • ImageKit delivers a detailed optimization report for key business pages, allowing businesses to instantly fix issues without using third-party tools.


Uploadcare is an efficient tool for managing, storing, processing, and delivering files, images, and videos to users. It provides powerful image optimization and processing tools that help you improve your website or web app’s performance by achieving a faster loading speed.


  • Uploadcare offers a responsive and user-friendly HTML 5 file uploader that you can use to quickly upload files from various sources, such as local storage, cloud storage, camera, and social media platforms.
  • With Uploadcare, you can also add a drag-and-drop file uploader to your web platforms.
  • Uploadcare also enables multiple file uploads. For example, if you have an online store, you can upload multiple product images using the file uploader. The file uploader displays a progress bar for each file.
  • With Uploadcare‚Äôs bi-direction CDN, you can ensure secure and fast uploads. It stores your digital assets in the nearest data center, providing a faster uploading speed.
  • Uploadcare also supports file validation. For example, users can validate file size and type and resize large images.
  • You can utilize Uploadcare‚Äôs built-in tools to optimize and edit raw images once they‚Äôre uploaded. For example, you can rotate and crop images, apply filters, etc. You can then edit image URLs or convert them to other formats for SEO purposes.
  • Uploadcare offers several integrations, such as Gravity Forms, JotForm, and Webflow.


Filebase is an all-in-one platform that helps you store and deliver digital content using decentralized networks.


Filebase helps store data on decentralized networks quickly and easily. It basically allows you to store data in just a few seconds. Additionally, it offers unlimited storage, allowing you to store as many files as you want. You can scale up easily as your need for efficient and reliable data storage grows.

With Filebase, you get 5GB of free storage without any expiration or trials.

Filebase enables users to upload files with a drag-and-drop file upload quickly


. You can log into your dashboard, create your storage buck and drag-and-drop your desired files.

With IPFS integration, you can pin unlimited files to IPFS, and you can access them from any IPFS gateway.

Filebase also offers an S3 Compatible API that is compatible with thousands of application SDKs, data backup tools, and frameworks.

With Filebase’s fast global CDN, you can efficiently distribute your digital content globally.


Filecamp provides an efficient cloud platform for digital assets management. It allows you to store, organize and share digital assets, such as documents, images, and videos.


  • Filecamp allows you to store all your digital files in one place, including videos, images, presentations, documents, creative files, and stock photos.
  • With Filecamp‚Äôs efficient search features and tagging, finding your digital assets in the cloud is super quick and easy.
  • Filecamp is highly secure as it enables you to set permissions for files and folders. This means you can restrict access to specific files and folders.
  • Filecamp is highly flexible when it comes to downloading your files. For example, you can choose to download a file in the original form or in a lower resolution.‚Äô
  • Filecamp can be customized with different background images, logos, and colors. It even enables you to choose different themes for different folders as per your brand‚Äôs overall theme and color palette.
  • With Filecamp‚Äôs built-in online commenting and proofing features, you can instantly review and deliver high-quality creative work. Filecamp also offers a built-in WYSIWYG editor for creating custom pages.


Cloudinary is a popular tool for image and video processing and management. However, like any tool, Cloudinary has its downsides, and many businesses look for Cloudinary alternatives. Fortunately, many efficient tools, like Filestack, Filebase, Filecamp, Uploadcare, and ImageKit, can be used instead of Cloudinary for automatically delivering digital content for the web. In this article, we’ve discussed the five best Cloudinary alternatives so that you can compare them and choose the right one for your needs.

Frequently Asked Questions (FAQs)

What are the top Cloudinary alternatives?

Some of the best Cloudinary alternatives include Filestack, Filebase, Filecamp, Uploadcare, and ImageKit.

What is the use of Cloudinary?

Cloudinary is considered a must-have technology for many online platforms. From top sportswear brands and popular food delivery apps to the largest ticket marketplaces and iconic brands like WholeFood, many businesses use Cloudinary for image and video management and uploading.

Is Cloudinary free?

Cloudinary offers several subscription plans, including a free plan. The free plan supports a maximum image file size of 10 MB.

How to Unblur an Image

Whether you want to fix a blurry picture or simply want to know how to unblur an image, there are a few ways that you can go about it. In this article, we’ll provide a few different methods that you can use to unblur a picture. With a little bit of effort, you should be able to fix most blurriness issues.

How to Unblur a Picture

Good news: there are plenty of ways to make a blurry photo clear. In fact, you might already have the tools you need to fix those unblurry pictures sitting right in front of you. With a little know-how (and the right software) you can fix most common blurring factors like camera shake, lens blur, and out-of-focus images ‚ÄĒ without ever having to leave your desk chair. Here are four methods for how to unblur a photo, starting with the easiest and moving on to more advanced technique

How to Make Pictures Clearer

If you have ever taken a picture that turned out fuzzy or blurry, you know how frustrating it can be. Whether it’s a still photo or a video, no one wants their images to be unclear. There are several ways that you can make pictures clearer, and we will explore some of them in this article.

One way to make pictures clearer is to use an editing program on your computer. If you have access to Photoshop or another similar program, you can use the sharpening tool to make your image clearer. You can also increase the contrast and brightness of an image to make it appear sharper. If you don’t have access to a computer with an editing program, you can take your pictures to a photo kiosk and have them edited there.

Another way to make pictures clearer is to use a higher resolution setting on your camera. When you take a picture, your camera saves it as a certain number of pixels per inch (ppi). The higher the ppi, the more clear your image will be. Most digital cameras have settings for low, medium, and high resolution; choose the highest one possible for the clearest images.

You can also avoid blurry pictures by using a tripod when possible. If you are taking a picture of something that is far away, or if you are using a long shutter speed, it is important to keep your camera as still as possible. A tripod will help stabilize your camera so that your image is not blurred by any movement.

If you are taking pictures in low light conditions, always use the flash if possible. A flash will help freeze any movement and prevent blurriness. Many cameras also have built-in stabilizers which can help reduce blurriness caused by hand-shake; be sure to turn this feature on if your camera has it.

Finally, be sure to focus carefully before taking each picture. If your subject is not in focus, the entire image will appear blurry. Most cameras have an auto-focus feature which does this for you; however, sometimes it is helpful to manually focus for greater control over the final image

How to Make a Picture Clearer on iPhone

If you have an iPhone, you can use the built-in Photos app to edit your images. This app has a number of photo editing tools that you can use to improve the quality of your images.
Open the Photos app and select the image you want to edit. Tap Edit in the top right corner of the screen.

In the Edit menu, tap the tool icon (it looks like a wrench). This will open the Adjustments menu.

Tap Sharpen. You will see a slider that you can use to adjust the amount of sharpening applied to the image.

You can also tap on the tool icon and select other adjustment options, such as Contrast, Brightness, Saturation, and more. Experiment with these options to see what works best for your image.

How to Unblur a Photo

If you’ve ever taken a photo that came out blurry, you know how frustrating it can be. Whether it’s a case of camera shake or just poor focus, a blurry photo can ruin an otherwise perfect shot.

Fortunately, there are a few things you can do to try and fix a blurry photo. In this article, we’ll show you how to unblur an image using both free and paid software.

With a little bit of effort, you should be able to salvage most blurry photos. So let’s get started!

Image Unblurring

Image blurring can be caused by a number of factors, such as camera shake, out-of-focus subjects, or simply photographing through a glass surface. Whatever the cause, blurring is always an undesirable effect.

There are a number of ways to unblur an image, but the most effective method will depend on the type and severity of the blur. For minor blurring, you may be able to fix the problem simply by sharpening the image using an editing program like Photoshop or GIMP. If the blur is more severe, you may need to use specialized software designed specifically for deblurring images.

If you’re not sure how to get started, we’ve put together a brief guide on how to unblur an image using both Photoshop and GIMP. With a little patience and some trial and error, you should be able to restore your blurred images to their original sharpness.

Unblur a Picture

There are a few ways that you can try to unblur a picture, depending on the severity of the blur and the quality of the image. If the blur is very minor, you may be able to fix it simply by adjusting the image’s settings. For more significant blurring, you can try using an image editing program to fix the issue. If the image is very low quality or severely blurred, however, you may not be able to fix it at all.

How to Unblur Image on Website?

If you have ever felt the frustration of trying to view a website only to find that the images are blurred, you are not alone. Often, this is due to the way in which the website has been designed and the fact that some images are not sized properly for web viewing. There are a few simple ways to fix this problem, however, so that you can enjoy clear and crisp images every time you visit a website.

The first thing to try is to simply refresh the page. This might seem like an obvious solution, but sometimes the website just needs to be reloaded in order for the images to appear properly. If this does not work, then you can try zooming in on the page. Most browsers have a zoom feature that will allow you to enlarge everything on the screen, including images. This can be helpful if the image is only slightly blurred.

If neither of these methods works, then you can try opening the website in a different browser. Sometimes, certain browsers will render websites differently and this can cause images to appear blurry. Try opening the site in both Google Chrome and Mozilla Firefox and see if one of them displays the images more clearly than the other.

Finally, if all else fails, you can try downloading the image and opening it in an image viewing program such as Microsoft Paint or Adobe Photoshop. This will allow you to see the image at its full size and resolution and should give you a much better idea of what it is supposed to look like.

Is it Free?

There are a few ways you can try to unblur an image, depending on the severity of the blur and the type of image. If the blur is minor, you may be able to fix it simply by opening the image in a photo editing program and using the sharpen tool. For more severe blurring, you may need to use a third-party program or service.

Deblur Photo

Most digital cameras nowadays have what’s called an image stabilization feature. This technology helps to reduce blurriness in photos by compensating for small movements of the camera. However, even with this feature, it’s still possible to end up with a blurry photo. If you’ve ever found yourself in this situation, don’t despair! There are a number of ways that you can deblur a photo.

One way to deblur a photo is to use an editing program like Adobe Photoshop or GIMP. If you have access to one of these programs, you can use the ‚ÄúSmart Blur‚ÄĚ or ‚ÄúGaussian Blur‚ÄĚ filter to try and reduce the amount of blur in your photo. Another way to deblur a photo is to use a specialized deblurring program like Focus Magic. This type of program uses complex algorithms to try and reverse the blurring effect.

If you don’t have access to any type of editing or deblurring program, there are still some things that you can do to try and salvage your blurry photo. One option is to print out your photo and then use a magnifying glass to look at it closely. You may be able to see details that are blurred when looking at the print version of your photo. Another option is to take your photo into a dark room and project it onto a wall using a slide projector. This can sometimes make details that are blurred in the original photo more visible.

With a little patience and some trial and error, you should be able to deblur your photo and salvage that perfect shot!

How to Make a Picture Unblurry

If you have ever wondered how to make a picture unblurry, there are a few things that you can try. First, try adjusting the focus on your camera or phone. If that doesn’t work, try taking the picture again. If the problem persists, there are a few other things that you can do to make the picture less blurry.

One way to make a picture less blurry is to use photo editing software to fix it. Photoshop is one option that you have for photo editing software. There are also many free online photo editors that you can use. Just search for ‚Äúphoto editor‚ÄĚ in your favorite search engine. Once you have found a photo editor that you like, open the photo that you want to fix in the editor. Then, try using the sharpening tool to make the photo less blurry.

Another way to fix a blurry photo is to print it out and then scan it back into your computer. When you scan it back in, be sure to set the resolution as high as possible so that you don’t lose any detail in the image. Once you have scanned the image back into your computer, you can then use photo editing software to further enhance it and make it even less blurry.

If neither of these methods work for making your picture unblurry, then it may be time to just accept that the photo is not going to be perfect and move on. Sometimes, even the best pictures turn out blurry. It happens!

How to Remove Blur from Image

There are a few ways to try and remove blur from an image, but it often depends on the type of blur and the severity of the blurring. If the blur is caused by camera shake, then you can try using a software program like Adobe Photoshop to deblur your image. You can also try using a tool like the Stack Blur effect in Photoshop to reduce the overall blurriness of an image. If the blur is caused by a low-quality camera or sensor, then there is not much you can do to fix it other than investing in a better quality camera.

Best Unblur Tool

Ever tried to take a picture of something far away, only to have it turn out blurry? It can be frustrating, especially if you don’t have the time or opportunity to retake the photo. Fortunately, there are a few ways you can try to unblur an image.

Software like Adobe Photoshop and GIMP can be used to deblur images, but they can be expensive and difficult to use if you’re not a professional. There are also a few online tools that you can use to deblur an image, like Blurity and SmartDeblur. If you want to try fixing the blur yourself, there are a few methods you can try, like using a high ISO setting or changing your aperture.

How to Deblur a Picture

If you have ever had a photo that was slightly out of focus, you know that it can be frustrating. A great photo can be ruined by a small amount of blurriness, but there is no need to despair. Although it is not possible to fix every blurred photo, there are some things that you can do to try to improve the quality of your image.

The first thing that you need to do is determine the cause of the blurriness. If the photo was taken with a digital camera, it is possible that the camera was moving when the photo was taken. This type of blur is called camera shake and it can be difficult to fix. If the photo was taken with a film camera, it is possible that the film was not developed correctly or that the photo was damaged during scanning.

Once you have determined the cause of the blurriness, you can begin to try to fix the problem. One way to fix a blurring problem is to use software to deblur the image. There are a number of different software programs that are designed specifically for this purpose. These programs work by sharpening the edges of objects in the image and by reducing or eliminating noise.

Another way to fix a blurred picture is to print it out and then scan it back into your computer at a higher resolution. This will not work for all types of blur, but it can often help to improve the quality of your image.

Finally, if all else fails, you can always try taking the picture again. This time, make sure that your camera is still and that you are not moving when you take the photo.


Linux, OpenOffice, and GIMP are the first things that come to mind when I think about ‚ÄúOpen Source Software‚ÄĚ. But there are many other free programs available for different purposes, including¬†image analysis (IA), of pathology slides.

This article describes the concept Open Source Software. It also discusses the 8 most widely used open-source image analysis software that can be usedalone or in combination for pathology to analyze whole slide images (WSI ).

The history of open source software is nearly as old as the history of software development. This method of creating software is based on sharing, collaborative improvement of source code . With the widespread recognition of Linux, an open-source operating system, and the release the Netscape browser’s source codes, the interest in open-source computer programs grew significantly. In 1998, the Open Source Initiative (OSI) was created.


Anyone can freely access, use, modify, and share open source software programs. Open source software can be made by many people, and distributed under licenses that conform to the Open Source Definition.


Open source licenses conform with the Open Source Definition. They allow software to be freely modified and shared . A license must be reviewed by the Open Source Initiative before it can be approved by the Open Source Initiative.

You can find the list open-source license types here

To be considered ‚ÄúOpen Source software‚ÄĚ, any software license and software distributed under it must meet the following¬†ten criteria:

  1. Redistribution at no cost
  2. The program must contain source code and allow distribution
  3. Modifications and derived works must be permitted
  4. Integrity of the Author’s Source Code
  5. No discrimination against persons or groups
  6. No discrimination against Fields of Endeavor
  7. Distribution of license
  8. A Product License must not be specific
  9. License must not restrict other software
  10. Technology-neutral Licenses are required


Yes, all Open Source software is allowed to be used commercially. The Open Source Definition allows for this. Open Source software can be sold.

commercial does NOT mean proprietary. You must distribute the software, or any modified version of it, under the same license as the original, i.e. You must make it open-source.


Image analysis algorithms are transforming life sciences by quantifying the visual information in pathology images. This list and description contains the 8 most widely used open-source programs for image analysis. They can both be used by novices and professionals alike. Each program is a standalone IA software that has its own strengths and weaknesses. However, many of them can be combined with one another via plugins (software components which can be installed separately to add functionality) to enhance their capabilities and address specific IA issues each project faces.


ImageJ is a Java-based program for image processing. It was developed in collaboration between the National Institutes of Health NIH and Laboratory for Optical and Computational Instrumentation at the University of Wisconsin. ImageJ is the most well-known and longest-lived open-source software for biomedical imaging analysis. ImageJ is an experimental program and NIH is not responsible for any other users. The end user would need to validate and verify the program in order to use it in regulated environments.

A large number of ImageJ plugins has been created over the years, which covers most aspects of biological image analysis. While many of them are simple to use, some require programming skills.

ImageJ supports over 150 biological image formats, including WSI. The problem is with WSI. It’s not the format that is the issue, but the image size. A plugin called was created to solve this problem. This plugin is intended for rapid prototyping and testing algorithms on digital slides that are aimed at research.


The software website offers tutorials, and you can download the software here.

You will also find links to many presentations as well as key-note lectures on ImageJ. The user community has a large and active membership. You can also ask questions and receive feedback via the forum.


Fiji is a Distribution of ImageJ. It’s a bundle of ImageJ plugins that is ready-to-use for life sciences. Fiji was established to help with the installation and maintenance TrakEM2, one of the more complicated ImageJ plugins. This provides complete solutions for managing, registration, segmentation and annotation large data sets from electron microscopy. Fiji was also home to other plugins that allow for advanced life science image analysis. These plugins, unlike ImageJ, are curated and organized into categories in the plugin menu. This makes them easier to find and use.


Yes with the SlideJ plug


This software is intended for researchers who have minimal computer skills. However, ImageJ functionality can easily be extended with plugins. It has also been appealing to researchers with software development skills .


ImageJ and Fiji are funded based on citations. Please cite appropriate papers in the ImageJ Citation Guide.


Fiji can be downloaded from this link. Tutorials are available on the Fiji YouTube channel.


Designed at the Queen’s University Belfast QPath, is a free and open-source desktop software program specifically for analyzing WSI. Its primary purpose is IHC quantification (whole slides, tumor microarrays), but has also been used to analyze H&E tumors.

It also includes a user-friendly WSI reader with smart annotation tools that use pixel information in slides to speed up the process and increase precision (e.g. Semi-automatic delineation (based on contrast between epidermis & dermis) of the epidermis using extensive visualization tools.

QuPath provides ready-to use IA algorithms to solve common pathology problems, such as automatic cells classification for brightfield or fluorescent images. It also offers building blocks that can be linked together in order to create custom workflows. QuPath allows developers to create their own extensions and solve new problems.

QuPath’s functions include:

  • Multi-slide projects created
  • Stain estimation
  • Cell detection and feature calculation
  • Machine learning random trees classifier for trainable cell classification
  • Batch processing
  • Use survival analysis tools to link analysis results to clinical data to uncover the roles and biomarkers
  • Fluorescence support
  • Data exchange with existing platforms and software (e.g.¬†ImageJ and MATLAB
  • Scriptable data mining
  • Rapid visualization, export, and generation of spatial, morphological, and intensity-based features


Yes The program is designed to handle WSI


This extension is for pathologists and researches without programming skills , but developers with software development skills can add their extensions.


QuPath is open source software for digital pathology image analysis. Please cite Bankhead, P. and al. QuPath is an open source software program for digital pathology image analysis. Scientific Reports 2017 ).


QuPath is available for download here. The tutorials are also available on Pete Bankhead’s YouTube channel.


Broad Institute of MIT, Harvard¬†has developed cell profiler. This MATLAB-based open source software allows biologists and scientists to analyse and batch-process cells from biological images .¬†It features a¬†modular design¬†as well as a¬†user-friendly interface¬†that allows users to¬†point to complete most tasks.¬†Each¬†module can be combined into a¬†pipeline, which then automatically analyzes the images.¬†An¬†common pipeline¬†includes¬†loading images, correcting uneven illumination, identifying objects and taking measurements.¬†These modules can be easily added, removed or rearranged within a pipeline.¬†Each module is executed in a specific order. One can see the performance of each module while they are being executed.¬†It is possible to mix and match modules and adjust parameters according to the intended use.¬†The¬†analyze is object-based. It identifies the¬†using criteria such as size and shape.¬†Hierarchically, the objects are identified/generated ‚Äď primary objects eg.¬†Cell nuclei are used as a base to create secondary objects. For example, cells that contain the previously identified nuclei and their surrounding features.¬†Measurements of features such as area, shape and color intensity, degree correlation between colors, texture (smoothness) and number of neighbors are made per object .¬†The outline of the objects created are displayed over the original image to allow for quality control and verification.¬†The program can extract metadata from images.¬†A personal computer can process small numbers of images automatically, while a computing cluster can analyze hundreds of thousands of images.¬†Although the software cannot be used for WSI analysis by itself, it can be integrated with other programs such as e.g.¬†Orbit cuts the WSI into tiles, and sends them to Cell profiler for analysis.


Integration with other programs (e.g. Orbit can only be integrated with other programs, e.g.


This program is for researchers with no programming or computer vision background.


Use Cell profiler to do your research. Please cite Anne E. Carpenter, Lamprecht, Michael R. and David M. Sabatini. Biotechniques 42.1 (2007), 71-75.


The Cell profiler software can be downloaded from this link.

3A. 3A.

CellProfiler Analyst software is designed to explore data generated by CellProfiler. This software data analysis software is not for image analysis.


Cell profiler analyst can downloaded here, and the tutorials can be found here.


CellProfiler Analysts is data exploration and analysis software that can be used to analyze complex images. BMC Bioinformatics 9(1).482


Ilastik, an simple open-source tool that allows users to segment and classify 2, 3, and 4D images in a consistent way is Ilastik. Using a random forests classifier, ilastik uses labels supplied by users to learn from them. Using these labels, ilastik determines the problem and applies a segmentation.

Ilastik can support up to three spatial and one spectral dimensions. It makes full use of all dimensions for feature calculation. The program provides real time feedback which allows the user to interactively define the segmentation results.

The program can improve classification based upon user feedback. The classifier will make a prediction that may indicate where it might be wrong. The prediction is displayed on an overlay called uncertaintymap, which highlights the regions where the prediction is most unclear. It helps the user find the most difficult areas of an image, and where the classifier considers the new labels to be most informative. After ilastik is trained on a sample set of images, it can automatically process large numbers of images using either the batch processing mode of CellProfiler or the pipeline . A plug-in mechanism allows you to add new analysis modules.

Future versions will include:

  • Seeded segmentation algorithms, such as watershed
  • Image features and multi-spectral images can be condensed using unsupervised dimension reduction techniques
  • Hierarchical processing allows for subsequent analyses on top intermediate results

Ilastik can only capture local cues like color, brightness, and texture . is not intended to capture global configurations. Therefore, analysis of spatial relationships between objects will not possible.

The program is not intended to handle entire slide images, but it has been used in pathology to detect mitotic characters in high power fields.


It is not but can be used for high-power fields analysis of pathology slides.


This is for researchers who don’t have any computer programming skills. However, an understanding of image processing will be helpful.


When using ilastik for your analysis cite: Sommer, Christoph, et al.¬†‚ÄúIlastik ‚Äď Interactive learning and segmentation toolkit.‚Ä̬†2011 IEEE international symposium on Biomedical Imaging: From nano to micro.¬†IEEE, 2011.


You can download the software here. The tutorials are also available on the ilastik team YouTube channel. A forum is also available to users. Here they can discuss and ask questions.


Orbit Image Analysis, a free open-source software that quantifies large-format images like whole slides of tissue, can connect to Open Microscopy Environment (Omero) or load them from local disk. Orbit Image Analysis can also process images on local computers or clusters using the Spark job server.

Orbit can be used for defining a region or interest (ROI), in WSI. A tile-based process pipeline makes it possible to process WSI. It also allows for different resolutions of the image. To process individual cells within each tile, sub-regions of tiled can be sent later to CellProfiler. CellProfiler processes all tiles within the region of interest. The results are returned into Orbit, where they can be visualized.

The software includes many embedded image analysis algorithms for tissue quantify using machine-learning techniques, cell segmentation and object classification, to name just a few.

Object detection is based on trainable foreground/background classes. Overlapping objects (e.g. Cell clusters can be broken down afterward. Features of objects strong>Features of objects (e.g.

Segmented objects may be classified based on their features such as size and shape factors, or intensities . It can, for example, distinguish between unstained and stained cells and between round and edgy items. This classification uses machine learning. The user can select examples to specify classes.

ROIs are defined either by hand annotations or using a trainable exclusionmap¬†that defines the ‚Äúgood‚ÄĚ areas where analysis should take place.¬†Both methods of defining ROIs are possible to combine.

Orbit has ready-to-use models for lung fibrosis in rats and glomeruli detection and treatment in mice and rats.

Users who have software development skills are able to create scripts and then apply them all tiles in the ROI. This program can also be used with ImageJ, and its plugins for analysis.


Orbit can be used with any format from the bioformats library, even though it is optimized for WSI formats (such as: SVS and NDPI, NDPIS SCN, AFI. CZI. IMSI, VSI. ETSI.




This extension is for researchers who don’t have any computer skills, but developers with programming skills can create their own extensions.


I didn‚Äôt find any official recommendations for which publication I should cite. However, if I were using it for research, I would cite the following: Goldberg, Ilya, and others.¬†‚ÄúThe Open Microscopy Environment‚Äôs (OME) Data Model, and XML File: Open Tools for Informatics and Quantitative Analysis in Biological Imaging‚Ä̬†Genome Biology¬†6.5 (2006): R47.


The software can be downloaded here: and tutorial videos and different presentations about OME can be found on the OME YouTube channel


Cytomine, an open-source web-based image analysis and management tool is Cytomine. It was developed for active collaboration between multidisciplinary teams to large-scale image-based research.

The program supports different microscopy formats ( , including most of the whole slide scanner formats), either directly accessing the native format or converting to a pyramidal format during upload phase.

Cytomine allows to organize, explore and share (semantically as well as quantitatively) multigigapixel (including whole slide pathology images ) imaging data via the internet.

This program is ideal for collaborative projects and allows for permission management at both system and project levels.

Images can be uploaded from the user’s computer to Cytomine and stored in the cloud. They can later be organized in projects and explored in a Web-based viewer. The images can then be annotated and shared with others, reviewed and analyzed using both standard and custom algorithms.

Software and viewer features that are interesting include:

  • Multiple images can be viewed simultaneously
  • Multiple collaborators can access slides and annotations simultaneously
  • Annotation layers are separate for each contributor
  • Ability to search and sort annotations using different attributes and filters (including those generated automatically by an algorithm and not manually).
  • Annotations for deep learning model development
  • Conversion of model and algorithm results into editable annotations which can later be used to develop a new model
  • Based on the resolution of the image, calculate area in mm
  • Keywords (tags, terms and properties) are used to search for projects
  • Create ‚Äúimage groups‚ÄĚ that contain different stains from serial sections of the same block

WSI capabilities


Level of skill

This tool is for researchers who don’t have computer skills (annotations, included deployable algorithms, and models) , developers with software development skills who can create their own algorithms (scripts and apps in Python, Java, JavaScript, or import algorithm from other software platforms, e.g. ImageJ, CellProfiler)

How do I cite?

Paper: Collaboration analysis of multi-gigapixel imagery data using Cytomine

Tutorials and Access

The program can be accessed here:

The tutorials are available on the Neubias YouTube Channel.

Part 1: Annotations

Part 2: focusing on image analysis and data management

7. ICY

France-BioImaging and Institut Pasteur created Icy, a free open source software.¬†It is¬†a ‚Äúcollaborative photoshop dedicated to image analyses‚ÄĚ, according to its website.¬†Collaboration means that¬†users¬†who have software development skills¬†may add features to the program.¬†Icy¬†allows users to visualize, annotate, and quantify bioimaging data.¬†It was created as a common platform for image analysts who can create new algorithms¬†or life scientists¬†searching for an intuitive tool to image analysis.

The¬†GUI¬†was designed using components that users are already familiar with. For example, the main ‚Äėribbon toolbar¬†looks similar to Office Suite (Microsoft) and provides access all functions of Icy.


This tool is intended for software developers but can be used by anyone without programming skills.


Cite De Chaumont, Fabrice, and co-authors when using Icy in your research. Nature methods 9.7 (2012), 690.


The program can be downloaded here and the tutorials can also be found on Ice’s YouTube channel


PathML isn’t a traditional image analysis program. It is a free, open-source toolkit for creating images in different formats and using different imaging modalities. It was created by researchers from the Dana-Farber Cancer Institute, Boston, MA, USA.

PathML is a framework that allows you to create and run preprocessing pipelines for different file formats.

Python 3 is used to write the PathML library.

PathML supports several imaging modalities (H&E, IHC, IF, 3-D images etc. ) There are 160+ popular image formats, including tiff and OME-TIFF.

 The first step in a PathML workflow involves loading the raw image file and creating a SlideData object. This is the central data type that represents an image with associated metadata.

Next, create a preprocessing pipeline. This is the sequential application and transformation of independent building blocks or image tiles. The images can then be applied using the independently developed image algorithms.

WSI capabilities


Level of skill

This is for developers with software development skills.

How do I cite

Paper: Building tools for machine learning and artificial intelligence in cancer research: Best practices and a case study with the PathML Toolkit to Computational Pathology

Code and documentation

The code can be found on Github: and the documentation and example workflows can be found on the PathML project page:


Image analysis of pathology specimens is a rapidly growing area of biomedical research. This niche is a popular one, with many companies offering high-value software or services. Image analysis doesn’t have to be costly. Many open-source programs with advanced image analysis capabilities are available many of them are specifically developed to handle WSI.

These are the eight most easily accessible images that can be used to analyze pathology images

  • ImageJ/ Fiji
  • QuPath
  • CellProfiler
  • Ilastik
  • Orbit
  • Cytomine
  • Icy
  • PathML

You can find more information on different image analysis programs at the Bioimage Information Search Engine (BISE). This site, which is similar to Wikipedia for image analysis, contains curated information about numerous commercial and open-source image analysis programs.


  1. Schneider, Caroline A. Wayne S. Rasband and Kevin W. Eliceiri.¬†‚ÄúNIH ImageJ: 25 Years of Image Analysis.‚Ä̬†Nature Methods7 (2012): 671.
  2. Rueden, Curtis T., et al.¬†‚ÄúImageJ2 ‚Äď ImageJ for next generation scientific image data.‚Ä̬†BMC Bioinformatics1 (2018): 529.
  3. Bankhead, Peter, et al.¬†‚ÄúQuPath‚Ä̬†Scientific Reports1 (2017): 16788
  4. Lamprecht, Michael R. and Anne E. Carpenter.¬†‚ÄúCellProfiler(tm), a free and versatile software for automated bioimage analysis.‚Ä̬†Biotechniques1 (2007) 71-75.
  5. Jones, Thouis R., et al.¬†‚ÄúCellProfiler Analyzer: Data Exploration and Analysis Software for Complex Image-Based Screens.‚Ä̬†BMC Bioinformatics1 (2008) 482.
  6. Sommer, Christoph, et al.¬†‚ÄúIlastik‚ÄĚ: Interactive learning and segmentation software.¬†2011 IEEE International Symposium on Biomedical Imaging: From nano to micro.¬†IEEE, 2011.
  7. Goldberg, Ilya G., et al.¬†‚ÄúThe Open Microscopy Environment, (OME), Data Model and XML File: Open Tools for Informatics and Quantitative Analysis in Biological Imaging.‚Ä̬†Genome Biology5 (2005). R47.
  8. Maree, Raphael, et al. Maree, Raphael, & Co.
  9. De Chaumont, Fabrice, et al.¬†‚ÄúIcy: An open bioimage informatics platform to extend reproducible research.‚ÄĚ 7 (2012): 690.
  10. Rosenthal, Jacob, Ryan Carelli, Mohamed Omar, David Brundage, Ella Halbert, Jackson Nyman, Surya N. Hari et al.¬†‚ÄúBuilding tools to machine learning and artificial Intelligence in Cancer Research: Best Practices and a Case Study with the PathML Toolkit for Computational Pathology‚Ä̬†Molecular Cancer Research¬†20.¬†2 (2022): 202-206.

How to Add a Watermark to Your Instagram Photos

For most people, the only way to add a watermark to their Instagram photos is by using a third-party soft like Visual Watermark. Read this tutorial to learn how you can add a watermark to your Instagram photos quickly and easily.

What is a watermark?

A virtual watermark is a digital watermark that is inserted into the digital media.

The word ‚Äúvirtual‚ÄĚ means that it cannot be seen by sight, but may be detected by computer analysis.

Why watermarks are important?

Watermarks are important for photographers because they act as protection for their images. When you upload an image to the web or share it with someone, there is always a risk that someone could steal your photo and use it in their own content without giving you credit. With a watermark on your photo, you can hold them accountable for stealing your work.

How to upload a watermark to Your Photos?

There are a number of ways to upload a watermark to your photos. Here, we will discuss about the different methods and the pros and cons of each.

Adding text watermarks with Photoshop.

Adding watermarks with Photoshop is a great way to protect your work from being stolen. The process is easy and quick, but before you start adding the watermark, you need to find a picture that has a transparent background.

Watermarks are an effective way of preventing your content from being stolen. They are often applied to logos or images that will be used in advertising campaigns. If you plan on using a logo or image for any media, then it’s best to place a watermark on it before publication.

This process starts off by selecting the layer with the image you want to apply the watermark on and turning it into a smart object layer by right-clicking on it and going to Layer > Smart Objects > Convert To Smart Object.

Uploading image watermarks through the desktop app.

A watermark is the text, logo, or pattern that is added to an image to identify its copyright owner. This can be done through editing software, or with a desktop app like Visual Watermark.

Do you need to watermark your photos? Download Visual Watermark to add a text or graphic logo to your picture. In just 1 minute, you can add 100 watermarks! Get the app now and get the job done quickly.

There are many advantages of using the watermark app for instagram for this purpose. Here are some examples:

  • easy and convenient
  • quick and simple
  • available on all devices
  • no ads

Watermark for Instagram

Adding a watermark to my Instagram photos is the best way to protect them from being used without my permission.


Have you ever had someone steal your Instagram photos and post them without giving you credit? It’s very frustrating. Fortunately, there is a simple way to add a watermark to your Instagram photos that will show on every single photo you upload.

Should I watermark my photos on Instagram?

While it’s important to stay true to your artistic vision, we also need to protect our work. Watermarking photos using a photo editing app or photoshop can protect your work from being stolen and used without credit.

Open-source Image Recognition Library

What is the best image recognition app?

  • Google Image Recognition. Google is renowned for creating the best search tools available. ‚Ķ
  • Brandwatch Image Insights. ‚Ķ
  • Amazon Rekognition. ‚Ķ
  • Clarifai. ‚Ķ
  • Google Vision AI. ‚Ķ
  • GumGum. ‚Ķ
  • LogoGrab. ‚Ķ
  • IBM Image Detection.

Is there an app that can find an item from a picture?

Google Goggles: Image-Recognition Mobile App. The Google Goggles app is an image-recognition mobile app that uses visual search technology to identify objects through a mobile device’s camera. Users can take a photo of a physical object, and Google searches and retrieves information about the image.