VisionFoundry-10K: 10,000 Synthetic VQA Triples Across 10 Vision Tasks

VisionFoundry-10K provides 10,000 synthetic image-question-answer triples across 10 vision-centric tasks, released by TheMartyr in 2026. The data is produced via a pipeline where an LLM generates prompts, a text-to-image model synthesizes visuals, and a multimodal verifier filters for alignment.

Use Cases

• Benchmarking VQA models on Depth_Order logic
• Training multimodal systems to recognize Color_and_Appearance features
• Testing zero-shot reasoning using the synthetic question and answer triples

Strengths

• 10,000 verified synthetic triples
• 10 distinct vision-centric task categories
• Multimodal verifier filtering for alignment

Limitations

• Synthetic nature may not capture real-world photographic complexity
• Small scale of 10,000 records compared to web-scale datasets
• Inherits biases from the source LLM and text-to-image models

Provenance

Source

TheMartyr

Collection Method

Synthetic (LLM + T2I + Multimodal Verifier)

Freshness

Last updated March 2026.