--- title: "ailia-models vs icevision" type: "comparison" canonical_url: "https://www.graphcanon.com/compare/ailia-ai-ailia-models-vs-airctic-icevision" tools: ["ailia-ai-ailia-models", "airctic-icevision"] --- # ailia-models vs icevision *GraphCanon updated Aug 22, 2026* ## Verdict Pick ailia-models if pre-trained AI models for ailia SDK, covering broad applications from action recognition to audio processing; pick icevision if iceVision is an agnostic computer vision framework that supports integration with multiple training libraries including Fast.ai and PyTorch-Lightning. [ailia-models](https://github.com/ailia-ai/ailia-models) reports 2.4k GitHub stars, 363 forks, and 321 open issues, last pushed Aug 21, 2026. [icevision](https://airctic.github.io/icevision/) has 867 stars, 148 forks, and 83 open issues, last pushed Nov 26, 2024. Figures are from public GitHub metadata via [ailia-models's repository](https://github.com/ailia-ai/ailia-models) and [icevision's repository](https://github.com/airctic/icevision). | | [ailia-models](/tools/ailia-ai-ailia-models.md) | [icevision](/tools/airctic-icevision.md) | | --- | --- | --- | | Tagline | Repository of pre-trained AI models for ailia SDK | Agnostic Computer Vision Framework | | Stars | 2,365 | 867 | | Forks | 363 | 148 | | Open issues | 321 | 83 | | Language | Python | Python | | Adopt for | Pre-trained AI models for ailia SDK, covering broad applications from action recognition to audio processing. | IceVision is an agnostic computer vision framework that supports integration with multiple training libraries including Fast.ai and PyTorch-Lightning. | | Persona | - | - | | Runtime | - | - | | License | - | IceVision uses the Apache-2.0 license, granting permission to use, share, and adapt the software freely. | | Categories | Computer Vision, Model Training, Speech & Audio | Computer Vision | ## Trust and health _Sourced signals - not a safety guarantee. No winner column._ | | [ailia-models](/tools/ailia-ai-ailia-models.md) | [icevision](/tools/airctic-icevision.md) | | --- | --- | --- | | Maintenance | Very active (96%) | Dormant (18%) | | Days since push | 0d | 611d | | Open issues (now) | 321 | 83 | | Stars delta | +8 (30d) | Unknown | | Open issues delta | +5 (30d) | Unknown | | Full report | [trust report](/tools/ailia-ai-ailia-models/trust.md) | [trust report](/tools/airctic-icevision/trust.md) | ## Shared compatibility - **Python**: [ailia-models](/tools/ailia-ai-ailia-models.md) - Python runtime; [icevision](/tools/airctic-icevision.md) - Python runtime ## Decision facts: ailia-models - **Adopt for:** Pre-trained AI models for ailia SDK, covering broad applications from action recognition to audio processing. ## Decision facts: icevision - **Adopt for:** IceVision is an agnostic computer vision framework that supports integration with multiple training libraries including Fast.ai and PyTorch-Lightning. - **License detail:** IceVision uses the Apache-2.0 license, granting permission to use, share, and adapt the software freely. ## Choose when ### Choose ailia-models if… - Tags unique to ailia-models: action-recognition, anomaly-detection, audio-processing, background-removal. - Also covers Model Training, Speech & Audio. - When developing apps that integrate with the ailia SDK ### Choose icevision if… - Tags unique to icevision: ai, annotation-parsers, coco-dataset, object-detection. - Use IceVision if you are working on Linux or MacOS environments, as the project only supports these operating systems. - Leaner open-issue backlog (83). ## When NOT to use ailia-models - If your project does not align with ailia SDK or its specific model categories - When you require customization beyond what is offered by pre-trained models in this repository ## When NOT to use icevision - Do not use IceVision if you are working on Windows, because the framework does not support this operating system. - Avoid IceVision in scenarios where there is a strict dependency on a third-party tool or library that is incompatible with Fast.ai and PyTorch-Lightning. ## Common questions ### What is the difference between ailia-models and icevision? ailia-models: Repository of pre-trained AI models for ailia SDK. icevision: Agnostic Computer Vision Framework. See the comparison table for live GitHub stats and shared categories. ### When should I choose ailia-models over icevision? Choose ailia-models over icevision when Tags unique to ailia-models: action-recognition, anomaly-detection, audio-processing, background-removal; Also covers Model Training, Speech & Audio; When developing apps that integrate with the ailia SDK. ### When should I choose icevision over ailia-models? Choose icevision over ailia-models when Tags unique to icevision: ai, annotation-parsers, coco-dataset, object-detection; Use IceVision if you are working on Linux or MacOS environments, as the project only supports these operating systems; Leaner open-issue backlog (83). ### When should I avoid ailia-models? If your project does not align with ailia SDK or its specific model categories When you require customization beyond what is offered by pre-trained models in this repository ### When should I avoid icevision? Do not use IceVision if you are working on Windows, because the framework does not support this operating system. Avoid IceVision in scenarios where there is a strict dependency on a third-party tool or library that is incompatible with Fast.ai and PyTorch-Lightning. ### Is ailia-models or icevision more popular on GitHub? ailia-models has more GitHub stars (2,365 vs 867). Stars measure visibility, not whether either tool fits your constraints. ### Are ailia-models and icevision open source? Yes - both are open-source projects on GitHub. ### Where can I find alternatives to ailia-models or icevision? GraphCanon lists graph-backed alternatives at [ailia-models alternatives](/tools/ailia-ai-ailia-models/alternatives) and [icevision alternatives](/tools/airctic-icevision/alternatives) ([ailia-models markdown twin](/tools/ailia-ai-ailia-models/alternatives.md), [icevision markdown twin](/tools/airctic-icevision/alternatives.md)), ranked by typed relationship edges rather than popularity votes. ### Is there a machine-readable version of this comparison? Yes. The markdown twin at [this comparison](/compare/ailia-ai-ailia-models-vs-airctic-icevision.md) mirrors this page for agents and LLM crawlers, with the same stats table and FAQ answers. ### Which is better maintained, ailia-models or icevision? ailia-models: Very active. icevision: Dormant. Compare maintenance labels, days since push, and release cadence in the trust section below - stars alone do not measure maintenance. ### Where are the full trust reports for ailia-models and icevision? GraphCanon publishes per-repo trust reports with dated maintenance, provenance, and scan summaries: [ailia-models trust report](/tools/ailia-ai-ailia-models/trust); [icevision trust report](/tools/airctic-icevision/trust). --- **Machine-readable endpoints** - JSON: [`/api/graphcanon/graph?tool=ailia-ai-ailia-models`](/api/graphcanon/graph?tool=ailia-ai-ailia-models) - LLM index: [/llms.txt](/llms.txt) - Full corpus: [/llms-full.txt](/llms-full.txt) _GraphCanon - The knowledge graph for AI development. https://www.graphcanon.com/_