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Transcribe music sheet photo into MusicXML (OMR)
2 projects | reddit.com/r/Python | 17 Dec 2021
oemer2 projects | reddit.com/r/Python | 17 Dec 2021
Yes, sure. There is a simple demo website. You can find it from the description of the Github repo. You can also try it on colab, which you only need to press the start button one-by-one, and you can test any input image you want.
[D] Getting super-level table extraction
3 projects | reddit.com/r/MachineLearning | 23 Aug 2022
Recently, I've been researching extracting tables from image documents. First I tried with pdfs, however, the data extraction libraries like camelot are inconsistent. I found a deep learning model called CascadeTabNet. The detection results are okay but cell recognition is poor. I even found Multi-Type-TD-TSR for table extraction. It uses image processing techniques to find the grids. It performs well on structured and bordered tables. However, it messes up if the cell is not properly aligned. Even if extraction is successful, aggregation of multi-line cells, i.e post-processing, is not very obvious.
What are some alternatives?
Real-time-Object-Detection-for-Autonomous-Driving-using-Deep-Learning - My Computer Vision project from my Computer Vision Course (Fall 2020) at Goethe University Frankfurt, Germany. Performance comparison between state-of-the-art Object Detection algorithms YOLO and Faster R-CNN based on the Berkeley DeepDrive (BDD100K) Dataset.
Recognition-of-logical-document-structures - First approach for recognizing logical document structures like texts, sentences, segments, words, chars and sentence/segment depth based on recurrent neural network grammars.
MetalTranslate - Customizable machine translation in C++
donut - Official Implementation of OCR-free Document Understanding Transformer (Donut) and Synthetic Document Generator (SynthDoG), ECCV 2022
Orchestra - Orchestra is a sheet music reader (optical music recognition (OMR) system) that converts sheet music to a machine-readable version.