← Back to the AI Evidence NetworkPermanent public evidence dossier

uba-ki-lab/ressource-efficient-computer-vision

opencode:10775

A project experimenting with training costs associated with computer vision model training for object counting tasks. Keywords: uba, umweltbundesamt, ki-lab, computer vision, object counting

Entity type · RepositoryPublic dossier · indexable21 Jul 2026, 08:42

Identity extends only as far as the published stable identifier or explicit mapping. Similar names are not merged. Missing links mean not observed in the bounded sources—not absent in reality.

identity ≠ name similarity · edge ≠ causality
7direct evidenced connections
7exact-identifier edges
8referenced source snapshots
5published attributes
ONE-HOP EVIDENCE

Every direct connection and its proof

The relation label and evidence class describe the entire claim. Open the source record before drawing a broader conclusion.

Exact identifieredge:046be034eb4c167fec6f5fec
Relationshipdeclares_dependency
Software packageHugging Face Tokenizers
repository_commit_manifest_package_identity

No additional excerpt published.

Open source ↗
german-public-sector-ai-dependency-atlas · opencode:10775@9aa07461b879a6161b7e901ea4c2a382b8f1b4ae:pypi:tokenizers
Open related dossier ↗
Exact identifieredge:2407440d88a6e053df9e515f
Relationshipdeclares_dependency
Software packageCodeCarbon
repository_commit_manifest_package_identity

No additional excerpt published.

Open source ↗
german-public-sector-ai-dependency-atlas · opencode:10775@9aa07461b879a6161b7e901ea4c2a382b8f1b4ae:pypi:codecarbon
Open related dossier ↗
Exact identifieredge:24d340199938b8b36ea96c76
Relationshipdeclares_dependency
Software packageTransformers
repository_commit_manifest_package_identity

No additional excerpt published.

Open source ↗
german-public-sector-ai-dependency-atlas · opencode:10775@9aa07461b879a6161b7e901ea4c2a382b8f1b4ae:pypi:transformers
Open related dossier ↗
Exact identifieredge:25a081ca71f7e9952e716faf
Relationshipdeclares_dependency
Software packageUltralytics
repository_commit_manifest_package_identity

No additional excerpt published.

Open source ↗
german-public-sector-ai-dependency-atlas · opencode:10775@9aa07461b879a6161b7e901ea4c2a382b8f1b4ae:pypi:ultralytics
Open related dossier ↗
Exact identifieredge:27ace9234bafefdcd6d3e3fb
Relationshipdeclares_dependency
Software packagescikit-learn
repository_commit_manifest_package_identity

No additional excerpt published.

Open source ↗
german-public-sector-ai-dependency-atlas · opencode:10775@9aa07461b879a6161b7e901ea4c2a382b8f1b4ae:pypi:scikit-learn
Open related dossier ↗
Exact identifieredge:5a78ad91afcd7dc94970c906
Relationshipdeclares_dependency
Software packageOpenCV
repository_commit_manifest_package_identity

No additional excerpt published.

Open source ↗
german-public-sector-ai-dependency-atlas · opencode:10775@9aa07461b879a6161b7e901ea4c2a382b8f1b4ae:pypi:opencv-python
Open related dossier ↗
Exact identifieredge:c568274147ecfecd1d98f7f4
Relationshipdeclares_dependency
Software packagePyTorch
repository_commit_manifest_package_identity

No additional excerpt published.

Open source ↗
german-public-sector-ai-dependency-atlas · opencode:10775@9aa07461b879a6161b7e901ea4c2a382b8f1b4ae:pypi:torch
Open related dossier ↗
PUBLISHED ATTRIBUTES

Fields retained with this identity

Attributes are descriptive source fields. They do not create cross-dataset identity unless an edge states that join explicitly.

Ai Package Count
7
Commit Sha
9aa07461b879a6161b7e901ea4c2a382b8f1b4ae
Last Activity At
2026-05-12T12:59:42.012Z
Path With Namespace
uba-ki-lab/ressource-efficient-computer-vision
Tree Complete
true
PROVENANCE

Inspect the source snapshots

A source snapshot describes what was available at collection time. Corrections and later publications can change future observations.

02
german-public-sector-ai-dependency-atlasopencode:10775@9aa07461b879a6161b7e901ea4c2a382b8f1b4ae:pypi:tokenizers · repository_commit_manifest_package_identity
Open original source
03
german-public-sector-ai-dependency-atlasopencode:10775@9aa07461b879a6161b7e901ea4c2a382b8f1b4ae:pypi:codecarbon · repository_commit_manifest_package_identity
Open original source
04
german-public-sector-ai-dependency-atlasopencode:10775@9aa07461b879a6161b7e901ea4c2a382b8f1b4ae:pypi:transformers · repository_commit_manifest_package_identity
Open original source
05
german-public-sector-ai-dependency-atlasopencode:10775@9aa07461b879a6161b7e901ea4c2a382b8f1b4ae:pypi:ultralytics · repository_commit_manifest_package_identity
Open original source
06
german-public-sector-ai-dependency-atlasopencode:10775@9aa07461b879a6161b7e901ea4c2a382b8f1b4ae:pypi:scikit-learn · repository_commit_manifest_package_identity
Open original source
07
german-public-sector-ai-dependency-atlasopencode:10775@9aa07461b879a6161b7e901ea4c2a382b8f1b4ae:pypi:opencv-python · repository_commit_manifest_package_identity
Open original source
08
german-public-sector-ai-dependency-atlasopencode:10775@9aa07461b879a6161b7e901ea4c2a382b8f1b4ae:pypi:torch · repository_commit_manifest_package_identity
Open original source

Return to the full evidence network

Search every published entity, inspect one-hop neighbourhoods and find the bridges public data still cannot support.

Open Evidence NetworkExplore all tools