Comparison
icevision vs pytorch-lightning
Verdict
Pick icevision when tags unique to icevision: annotation-parsers, coco-dataset, coco-parser, computer-vision; pick pytorch-lightning when tags unique to pytorch-lightning: artificial-intelligence, data-science, machine-learning, python.
Markdown twin · icevision alternatives · pytorch-lightning alternatives
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Trust & integrity
| Signal | icevision | pytorch-lightning |
|---|---|---|
| Maintenance | Dormant (591d since push) As of today · github_public_v1 | Very active (1d since push) As of today · github_public_v1 |
| Provenance | Not a fork · Organization account As of today · github_public_v1 | Not a fork · Organization account As of today · github_public_v1 |
| Security (OSV) | No lockfile As of today · none | No criticals As of today · osv@v1 |
Tagline
- icevision
- An Agnostic Computer Vision Framework - Pluggable to any Training Library: Fastai, Pytorch-Lightning with more to come
- pytorch-lightning
- Pretrain, finetune ANY AI model of ANY size on 1 or 10,000+ GPUs with zero code changes.
Stars
- icevision
- 867
- pytorch-lightning
- 31k
Forks
- icevision
- 148
- pytorch-lightning
- 3.8k
Open issues
- icevision
- 83
- pytorch-lightning
- 1.0k
Language
- icevision
- Python
- pytorch-lightning
- Python
Adopt for
- icevision
- -
- pytorch-lightning
- -
Persona
- icevision
- -
- pytorch-lightning
- -
Runtime
- icevision
- -
- pytorch-lightning
- -
License
- icevision
- Apache-2.0
- pytorch-lightning
- Apache-2.0
Last pushed
- icevision
- Nov 26, 2024
- pytorch-lightning
- Jul 10, 2026
Categories
- icevision
- Computer Vision, Model Training, Vector Databases
- pytorch-lightning
- Computer Vision, Model Training
Trust and health
Maintenance
- icevision
- Dormant (18%)
- pytorch-lightning
- Very active (96%)
Days since push
- icevision
- 591d
- pytorch-lightning
- 1d
Open issues (now)
- icevision
- 83
- pytorch-lightning
- 1.0k
Security scan
- icevision
- No lockfile
- pytorch-lightning
- No criticals
Full report
- icevision
- Trust report
- pytorch-lightning
- Trust report
Shared compatibility
- Python · icevision: Python runtime · pytorch-lightning: Python runtime
Choose icevision if…
- Tags unique to icevision: annotation-parsers, coco-dataset, coco-parser, computer-vision.
- Also covers Vector Databases.
- Leaner open-issue backlog (83).
When NOT to use icevision
- Last GitHub push was 592 days ago (dormant maintenance, Nov 26, 2024). Validate activity before betting a new project on icevision.
- Model Training: Try prompting and RAG first; fine-tuning is the answer to style/format, not missing knowledge.
- Vector Databases: Don't reach for a dedicated vector DB under ~100k vectors; pgvector on your existing Postgres is simpler to operate.
Choose pytorch-lightning if…
- Tags unique to pytorch-lightning: artificial-intelligence, data-science, machine-learning, python.
- More GitHub stars (31k vs 867) - visibility, not fit.
When NOT to use pytorch-lightning
- 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 (airctic/icevision) · observed Jul 11, 2026
- GitHub forks (airctic/icevision) · observed Jul 11, 2026
- Last push (airctic/icevision) · observed Nov 26, 2024
- License file (Apache-2.0) · observed Jul 11, 2026
- Trust scan (lockfile / OSV) · observed Jul 11, 2026
- GitHub stars (Lightning-AI/pytorch-lightning) · observed Jul 11, 2026
- GitHub forks (Lightning-AI/pytorch-lightning) · observed Jul 11, 2026
- Last push (Lightning-AI/pytorch-lightning) · observed Jul 10, 2026
- License file (Apache-2.0) · observed Jul 11, 2026
- Trust scan (lockfile / OSV) · observed Jul 11, 2026
GitHub stars on cards: icevision 867 · pytorch-lightning 31k (synced Jul 11, 2026).
Common questions
- What is the difference between icevision and pytorch-lightning?
- icevision: An Agnostic Computer Vision Framework - Pluggable to any Training Library: Fastai, Pytorch-Lightning with more to come. pytorch-lightning: Pretrain, finetune ANY AI model of ANY size on 1 or 10,000+ GPUs with zero code changes.. See the comparison table for live GitHub stats and shared categories.
- When should I choose icevision over pytorch-lightning?
- Choose icevision over pytorch-lightning when Tags unique to icevision: annotation-parsers, coco-dataset, coco-parser, computer-vision; Also covers Vector Databases; Leaner open-issue backlog (83).
- When should I choose pytorch-lightning over icevision?
- Choose pytorch-lightning over icevision when Tags unique to pytorch-lightning: artificial-intelligence, data-science, machine-learning, python; More GitHub stars (31k vs 867) - visibility, not fit.
- When should I avoid icevision?
- Last GitHub push was 592 days ago (dormant maintenance, Nov 26, 2024). Validate activity before betting a new project on icevision. Model Training: Try prompting and RAG first; fine-tuning is the answer to style/format, not missing knowledge. Vector Databases: Don't reach for a dedicated vector DB under ~100k vectors; pgvector on your existing Postgres is simpler to operate.
- When should I avoid pytorch-lightning?
- Model Training: Try prompting and RAG first; fine-tuning is the answer to style/format, not missing knowledge.
- Is icevision or pytorch-lightning more popular on GitHub?
- pytorch-lightning has more GitHub stars (31,233 vs 867). Stars measure visibility, not whether either tool fits your constraints.
- Are icevision and pytorch-lightning open source?
- Yes - both are open-source projects on GitHub (icevision: Apache-2.0, pytorch-lightning: Apache-2.0).
- Where can I find alternatives to icevision or pytorch-lightning?
- GraphCanon lists graph-backed alternatives at icevision alternatives and pytorch-lightning alternatives (icevision markdown twin, pytorch-lightning 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, icevision or pytorch-lightning?
- icevision: Dormant. pytorch-lightning: Very 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 icevision and pytorch-lightning?
- GraphCanon publishes per-repo trust reports with dated maintenance, provenance, and scan summaries: icevision trust report; pytorch-lightning trust report.