The 1st Sci-ImageMiner Competition: Information Extraction from Scientific Figures in Materials Science
Focus: Quantitative plots from Atomic Layer Deposition and Etching (ALD/E) research
Organized as part of the ICDAR 2026 Competition track https://icdar2026.org/index.php/competitions/
ICDAR 2026 — The 20th International Conference on Document Analysis and Recognition
30 Aug – 04 Sep 2026 | Vienna, Austria
Sci-ImageMiner 2026 Competition Website: https://sites.google.com/view/sci-imageminer/
Scientific figures often contain critical results that never appear explicitly in the text. Despite recent advances in multimodal large language models, most existing benchmarks rely on generic or synthetic visuals. Sci-ImageMiner addresses this gap by introducing a curated benchmark grounded in authentic scientific figures from a specialized scientific domain.
TasksThe competition hosts four tasks:
Figure Classification – identify the chart or figure type
Data Table Extraction – reconstruct the underlying tabular data from quantitative plots
Figure Summarization – generate concise, factual summaries of key trends
Visual Question Answering (VQA) – answer scientific questions requiring reasoning over figure content
Teams may participate in any subset of tasks (including all four).
Data & EvaluationA trial dataset is available now to familiarize participants with the data and annotations.
The full dataset will be released in stages (training, development, blind test).
All evaluations will be conducted on Codabench, with per-task leaderboards.
Trial data release: 8 December 2025
Evaluation start: 3 March 2026
Evaluation end: 3 April 2026
Paper submission deadline: 17 April 2026
Camera-ready deadline: 4 May 2026