Comparison
ailia-models vs lightly-train
Verdict
Pick ailia-models if pre-trained AI models for ailia SDK, covering broad applications from action recognition to audio processing; pick lightly-train if lightly-train is a Python-based framework focused on training vision models including YOLO, ViTs, RT-DETR, and DINOv3, offering comprehensive features like pretraining, fine-tuning, and distillation.
Markdown twin · ailia-models alternatives · lightly-train alternatives
GraphCanon updated 2d
vs
Trust & integrity
| Signal | ailia-models | lightly-train |
|---|---|---|
| Maintenance | Very active (0d since push) As of 2d · github_public_v1 | Active (7d since push) As of 2d · github_public_v1 |
| Provenance | Not a fork · Organization account As of 2d · github_public_v1 | Not a fork · Organization account As of 2d · github_public_v1 |
| OSV dependency advisories | No lockfile (source not queried) As of 1mo · osv@v1 | No lockfile (source not queried) As of 1mo · osv@v1 |
| deps.dev advisories | Not queried deps.dev@v1 | Not queried deps.dev@v1 |
| OpenSSF Scorecard | Not queried openssf-scorecard@v1 | Not queried openssf-scorecard@v1 |
Tagline
- ailia-models
- Repository of pre-trained AI models for ailia SDK
- lightly-train
- All-in-one training for vision models: pretraining, fine-tuning, distillation.
Stars
- ailia-models
- 2.4k
- lightly-train
- 1.6k
Forks
- ailia-models
- 363
- lightly-train
- 107
Open issues
- ailia-models
- 321
- lightly-train
- 68
Language
- ailia-models
- Python
- lightly-train
- Python
Adopt for
- ailia-models
- Pre-trained AI models for ailia SDK, covering broad applications from action recognition to audio processing.
- lightly-train
- Lightly-train is a Python-based framework focused on training vision models including YOLO, ViTs, RT-DETR, and DINOv3, offering comprehensive features like pretraining, fine-tuning, and distillation.
Persona
- ailia-models
- -
- lightly-train
- -
Runtime
- ailia-models
- -
- lightly-train
- -
License
- ailia-models
- -
- lightly-train
- AGPL-3.0
Last pushed
- ailia-models
- Aug 21, 2026
- lightly-train
- Aug 14, 2026
Categories
- ailia-models
- Computer Vision, Model Training, Speech & Audio
- lightly-train
- Computer Vision, Model Training
Trust and health
Maintenance
- ailia-models
- Very active (96%)
- lightly-train
- Active (82%)
Days since push
- ailia-models
- 0d
- lightly-train
- 7d
Open issues (now)
- ailia-models
- 321
- lightly-train
- 68
Stars delta
- ailia-models
- +8 (30d)
- lightly-train
- +28 (30d)
Full report
- ailia-models
- Trust report
- lightly-train
- Trust report
Shared compatibility
- Python · ailia-models: Python runtime · lightly-train: Python runtime
Choose ailia-models if…
- Tags unique to ailia-models: action-recognition, anomaly-detection, audio-processing, background-removal.
- Also covers Speech & Audio.
- When developing apps that integrate with the ailia SDK
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
Choose lightly-train if…
- Requirements: Min 8 GB RAM.
- Tags unique to lightly-train: computer-vision, contrastive-learning, depth-estimation, dinov2.
- Lightly-train is a Python-based framework focused on training vision models including YOLO, ViTs, RT-DETR, and DINOv3, offering comprehensive features like pretraining, fine-tuning, and distillation.
When NOT to use lightly-train
- Model Training: Try prompting and RAG first; fine-tuning is the answer to style/format, not missing knowledge.
Explore
Sources
Every stat on this page traces to a dated GitHub sync, license file, enrichment field, or trust scan.
- GitHub stars (ailia-ai/ailia-models) · observed Aug 22, 2026
- GitHub forks (ailia-ai/ailia-models) · observed Aug 22, 2026
- Last push (ailia-ai/ailia-models) · observed Aug 21, 2026
- License file (unknown) · observed Aug 22, 2026
- Decision facts (enrichment) · observed Jul 12, 2026
- Trust scan (lockfile / OSV) · observed Jul 11, 2026
- GitHub stars (lightly-ai/lightly-train) · observed Aug 22, 2026
- GitHub forks (lightly-ai/lightly-train) · observed Aug 22, 2026
- Last push (lightly-ai/lightly-train) · observed Aug 14, 2026
- License file (AGPL-3.0) · observed Aug 22, 2026
- Decision facts (enrichment) · observed Jul 12, 2026
- Trust scan (lockfile / OSV) · observed Jul 11, 2026
GitHub stars on cards: ailia-models 2.4k · lightly-train 1.6k (synced Aug 22, 2026).
Common questions
- What is the difference between ailia-models and lightly-train?
- ailia-models: Repository of pre-trained AI models for ailia SDK. lightly-train: All-in-one training for vision models: pretraining, fine-tuning, distillation.. See the comparison table for live GitHub stats and shared categories.
- When should I choose ailia-models over lightly-train?
- Choose ailia-models over lightly-train when Tags unique to ailia-models: action-recognition, anomaly-detection, audio-processing, background-removal; Also covers Speech & Audio; When developing apps that integrate with the ailia SDK.
- When should I choose lightly-train over ailia-models?
- Choose lightly-train over ailia-models when Requirements: Min 8 GB RAM; Tags unique to lightly-train: computer-vision, contrastive-learning, depth-estimation, dinov2; Lightly-train is a Python-based framework focused on training vision models including YOLO, ViTs, RT-DETR, and DINOv3, offering comprehensive features like pretraining, fine-tuning, and distillation.
- 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 lightly-train?
- Model Training: Try prompting and RAG first; fine-tuning is the answer to style/format, not missing knowledge.
- Is ailia-models or lightly-train more popular on GitHub?
- ailia-models has more GitHub stars (2,365 vs 1,650). Stars measure visibility, not whether either tool fits your constraints.
- Are ailia-models and lightly-train open source?
- Yes - both are open-source projects on GitHub.
- Where can I find alternatives to ailia-models or lightly-train?
- GraphCanon lists graph-backed alternatives at ailia-models alternatives and lightly-train alternatives (ailia-models markdown twin, lightly-train markdown twin), 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 mirrors this page for agents and LLM crawlers, with the same stats table and FAQ answers.
- Which is better maintained, ailia-models or lightly-train?
- ailia-models: Very active. lightly-train: Active. 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 lightly-train?
- GraphCanon publishes per-repo trust reports with dated maintenance, provenance, and scan summaries: ailia-models trust report; lightly-train trust report.