gtfintechlab/ipo-images

SEC IPO Filing Image Dataset

A large-scale, labeled dataset of 76,000+ images extracted from U.S. IPO registration statements (S-1 and F-1 filings) filed with the SEC EDGAR system, spanning 1994–2026.

Every image has been classified through a multi-stage pipeline: initial detection with YOLOv8, followed by verification from an ensemble of 8 Vision-Language Models (VLMs). Chart images include additional structured metadata describing chart type, visual properties, and content.

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Classification Pipeline

Labels

Each image is assigned one of the following verified labels:

Label	Description
chart	Bar charts, line charts, pie charts, organizational charts, flow charts, etc.
logo	Company logos and branding marks
map	Geographic maps
infographic	Composite visual displays combining data, icons, and text
other	Decorative images, photographs, signatures, and other non-classifiable visuals

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Fields

Image & Classification

Field	Type	Description
file_name	string	Relative path to the image file
label	string	Final verified image class (chart, logo, map, infographic, other)
initial_yolo_prediction	string	Raw classification from the YOLOv8 object detection model
llm_yolo_verification_score	float	Consensus score (0.0–1.0) across the VLM ensemble verifying the YOLO prediction. null when the initial prediction was other and no verification was needed.
llm_yolo_verification_votes	object	Per-model votes (true/false) from each of the 8 VLMs used for verification
image_width	int	Image width in pixels
image_height	int	Image height in pixels

Chart Details (charts only)

Field	Type	Description
llm_chart_details	object	Structured attributes for chart images (e.g., chart types, is_3d, has_legend, axis labels). null for non-chart images.
llm_chart_details_votes	object	Per-model votes for the chart detail extraction. null for non-chart images.

Company & Filing Metadata

Field	Type	Description
company_name	string	Name of the company filing the IPO
company_tickers	list[string]	Ticker symbol(s), if available at time of filing
cik	string	SEC Central Index Key — unique identifier for the filing entity
sic	string	Standard Industrial Classification code
industry	string	Human-readable industry description derived from the SIC code
office	string	SEC office responsible for reviewing the filing. null if unavailable.
exchanges	list[string]	Stock exchange(s) the company listed on, if available
filing_type	string	SEC form type (e.g., S-1, S-1/A, F-1, F-1/A)
filing_date	string	Date the filing was submitted (YYYY-MM-DD)
filing_accession_number	string	Unique SEC accession number for the filing

Source URLs

Field	Type	Description
image_url	string	Direct URL to the image on SEC EDGAR
filing_url	string	URL to the source filing document on SEC EDGAR

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Citation

The dataset is a product of the following research. If you use this dataset in your work, please cite:

@misc{galarnyk2026ipomine,
  title  = {IPO-Mine: A Toolkit and Dataset for Section-Structured Analysis of Long, Multimodal IPO Documents},
  author = {Galarnyk, Michael and Lohani, Siddharth and Nandi, Sagnik and Patel, Aman and Kannan, Vidhyakshaya and Banerjee, Prasun and Routu, Rutwik and Ye, Liqin and Hiray, Arnav and Somani, Siddhartha and Chava, Sudheer},
  year   = {2026},
  url    = {[https://huggingface.co/datasets/gtfintechlab/ipo-images](https://huggingface.co/datasets/gtfintechlab/ipo-images)},
  note   = {Preprint/Working Paper}
}