A Public Ground-Truth Dataset for Handwritten Circuit Diagram Images
A Public Ground-Truth Dataset for Handwritten Circuit Diagram Images
Description
CGHD
This dataset contains images of hand-drawn electrical circuit diagrams as well as accompanying annotation and segmentation ground-truth files. It is intended to train (e.g. ANN) models for extracting electrical graphs from raster graphics.
Content
2.549 Raw Images (Annotated)25 Drafters (plus Images provided by TU Dresden)12 Circuits per Drafter2 Drawings per Circuit4 Photos per Drawing212.280 Bounding Box Annotations29.790 Rotation Annotations71.307 Text String Annotations264 Binary Segmentation Maps (Annotated)Strokes vs. BackgroundAccompanying Polygon Annotation Files20.060 Polygon Annotations59 Object ClassesScripts for Data Loading, Statistics, Consistency Check and Training Preparation
- CC-BY-SA-4.0
Reference papers
Mentions
- 1.Author(s): Ilyas Abdelmoula, Jens-Uwe Schulz, Thomaz da Silva Lopes VieiraPublished in Advances in Science, Technology & Innovation, Advancements in Architectural, Engineering, and Construction Research and Practice by Springer Nature Switzerland in 2024, page: 63-7910.1007/978-3-031-59329-1_6
- 2.Author(s): Rahul Mehta, Bhavyajeet Singh, Vasudeva Varma, Manish GuptaPublished in Lecture Notes in Computer Science, Machine Learning and Knowledge Discovery in Databases. Research Track by Springer Nature Switzerland in 2024, page: 440-46010.1007/978-3-031-70341-6_26
- 3.Author(s): Johannes Bayer, Shabi Haider Turabi, Andreas DengelPublished in Lecture Notes in Computer Science, Document Analysis and Recognition – ICDAR 2023 Workshops by Springer Nature Switzerland in 2023, page: 192-19810.1007/978-3-031-41498-5_14
- 1.Author(s): Bharat Bohara, Harish Sarma KrishnamoorthyPublished in IEEE Access by Institute of Electrical and Electronics Engineers (IEEE) in 2024, page: 115356-11536910.1109/access.2024.3444702
- 2.Author(s): Sebastian Bickel, Stefan Goetz, Sandro WartzackPublished in Applied Sciences by MDPI AG in 2024, page: 610610.3390/app14146106
- 1.Author(s): Waqas Uzair, Douglas Chai, Alexander RassauPublished by Springer Science and Business Media LLC in 202310.21203/rs.3.rs-3137489/v1
- 2.Author(s): SHIVANGI NIGAM, Shekhar Verma, P NagabhushanPublished by Institute of Electrical and Electronics Engineers (IEEE) in 202310.36227/techrxiv.22336435
- 3.Author(s): SHIVANGI NIGAM, Shekhar Verma, P NagabhushanPublished by Institute of Electrical and Electronics Engineers (IEEE) in 202310.36227/techrxiv.22336435.v1