Adoption evidence
Vertical evidence

Albumentations evidence in Autonomous mobility

Autonomous-driving, ADAS, road-scene, and mobility perception.

This page keeps broad public-source counts distinct from the named records below. They describe public evidence, not companies, customers, production deployments, or commercial licenses.

Autonomous vehicle with roof-mounted sensors driving on a city street
Illustrative imagePhoto: Stephen Leonardi on Pexels
Classified public GitHub repositories259Repository metadata matched to this vertical; classifications are multi-label and non-additive.View evidence Research works citing Albumentations30Public citations assigned to this vertical. Citation evidence is not deployment evidence.View evidence Competition records2Released-package competition records tagged to this vertical.View evidence Verified Hugging Face artifacts15Public models, datasets, and Spaces with code-use or runtime-dependency evidence.View evidence

ML competitions

Winning solutions in Autonomous mobility

Each competition keeps placement-level public sources and a source image linked back to the competition provider.

View all matching competition records

Named public records

Inspect the evidence itself

These records are curated examples from the detailed snapshot. Their count can be lower than the broader source count above because the sources are collected and refreshed independently.

Exact public-code imports

Each named record identifies the context of an exact import. An import can appear in source, an example, a test, documentation, or a notebook.

9

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Import in source

HybridNets

End-to-end road-perception network.

Import in source

Ultralytics

Training framework for detection, segmentation, pose, and tracking.

Import in source

YOLOv5

Object-detection training stack.

Import in source

uzh-rpg/ess

Repository relating to "ESS: Learning Event-based Semantic Segmentation from Still Images" (ECCV, 2022).

Import in source

valeoai/LOSC

[3DV 2026, Oral] Official PyTorch implementation of LOSC: LiDAR Open-voc Segmentation Consolidator

Research citations

A citation establishes research use or discovery. It does not by itself prove a dependency, deployment, endorsement, or commercial license.

30

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Verified Hugging Face artifacts

Each record has public code-use or runtime-dependency evidence. Reference-only cards are not shown here.

15

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Verified runtime dependency · Hugging Face space

imvaibhavrana/RoadVision

0 public downloads · python ast import in app.py

Verified runtime dependency · Hugging Face space

shipr1611/xray-explainer

0 public downloads · python ast import in app.py

Inspect all public GitHub evidence