AlbumentationsX vs Apache SINGA (2026): Pricing, Features & Which to Choose

Who comes out ahead

Based only on the facts in our directory. The right pick still depends on the job you need done.

Lower starting price
Not comparable
Not comparable: AlbumentationsX does not list a price
Free plan
Tie
Both have one
Higher rating
Tie
3.6 against 3.6
Same job?
Yes
Both are AI Infrastructure & Agent Tooling tools

Side by side

Compared on	AlbumentationsX	Apache SINGA
Our rating	3.6	3.6
Starts at	Free	Free
Free plan	Yes	Yes
Category	AI Infrastructure & Agent Tooling	AI Infrastructure & Agent Tooling
Plans	Free	Free
Key features	Multi-target augmentation - images, masks, bounding boxes, keypoints, 3D data Reproducible public speed benchmarks Used across 40,000+ public GitHub repositories Cited in 2,270+ research papers Powered winning solutions in 77 AI competitions	Distributed deep learning training across multiple GPUs Automatic gradient calculation and computational graph optimization Standard optimizer support (Adam, SGD, RMSProp, AdaGrad) ONNX format interoperability Real-world deployment at NUS, Alibaba, and Citigroup
Pros	Massive, verifiable real-world adoption and academic citation Genuinely free and open-source with a transparent license NumFOCUS affiliation signals real scientific-computing legitimacy	Genuine enterprise and academic deployment, not just an unused research project Actively maintained Apache Top Level Project with current releases Free and open-source with multiple installation options
Cons	Requires Python/ML engineering knowledge to use A data-augmentation library, not a pre-built end-user model or app Commercial licensing terms are separately negotiated, not self-serve	A code library, not a hosted product - no dashboard or signup Requires real ML/deep-learning infrastructure expertise to use effectively No managed support beyond community/Apache project channels
Company	Albumentations, LLC	Apache SINGA

Prices come from each vendor's pricing page, last checked 20260826. Check the vendor before you buy.

FAQ

Questions people ask

Is AlbumentationsX better than Apache SINGA?

In our reviews AlbumentationsX scores 3.6 and Apache SINGA scores 3.6. The better pick depends on the job. AlbumentationsX: Cited in 2,270+ research papers and used in 40,000+ GitHub repos - the open-source image augmentation library behind winning solutions in 77 AI competitions, NumFOCUS-affiliated. Apache SINGA: Open-source distributed deep learning library - automatic gradient calculation and multi-GPU training, in real-world use at NUS, Alibaba, and Citigroup.

Which is cheaper, AlbumentationsX or Apache SINGA?

AlbumentationsX: free. Apache SINGA: free.

Do AlbumentationsX and Apache SINGA have free plans?

Yes, both have a free plan.

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