PittAdsDB: University of Pittsburgh Advertising Images with Annotations

Pitt Ads Dataset (PittAdsDB) contains advertising artifacts from the University of Pittsburgh. The dataset includes image annotations for actions, reasons, and sentiments, as indicated by the available JSON files. The dataset was uploaded by Mindykkyan and was last updated on June 20, 2026.

Use Cases

• Train sentiment analysis models based on the provided Sentiments.json annotations.
• Develop visual question answering systems using the QA_Action.json and QA_Reason.json files.
• Analyze the relationship between visual elements and described actions or reasons in advertisements.
• Conduct multimodal research combining image content with structured textual annotations.

Strengths

• Includes multiple structured annotation files (e.g., QA_Action.json, Sentiments.json) for detailed analysis.
• Dataset artifacts are publicly downloadable, as stated in the description.
• Last update timestamp (2026-06-20 12:02:45) is provided.

Limitations

• Description metadata is limited; actual data quality requires manual inspection after download.
• Column-level documentation is absent; field semantics must be inferred after download.
• Row count and dataset size are unknown, which may limit suitability assessment.

Provenance

Source

University of Pittsburgh

Collection Method

Publicly downloadable artifacts, though a helper script is mentioned for fetching images once access is granted.

Freshness

Last updated 2026-06-20 12:02:45; freshness should be verified.