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NOTE:
The number of mentions on this list indicates mentions on common posts plus user suggested alternatives.
Hence, a higher number means a better yolo-doclaynet alternative or higher similarity.
yolo-doclaynet discussion
yolo-doclaynet reviews and mentions
Posts with mentions or reviews of yolo-doclaynet.
We have used some of these posts to build our list of alternatives
and similar projects. The last one was on 2025-05-13.
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PDF to Text, a Challenging Problem
I've worked on this in my day job: extracting _all_ relevant information from a financial services PDF for a bert based search engine.
The only way to solve that is with a segmentation model followed by a regular OCR model. VLM aren't ready for prime time and won't be for a decade on more.
What worked was just using doclaynet trained YOLO models: https://github.com/DS4SD/DocLayNet if you don't care about images or tables you can feed the results into tesseract (but for the love of god read the manual). Congratulations, you're done.
Here's some pre-trained models that work OK out of the box: https://github.com/ppaanngggg/yolo-doclaynet I found that we needed to increase the resolution from ~700px to ~2100px horizontal for financial data segmentation.
VLMs on the other hand still choke on long text and hallucinate unpredictably. Worse they can't understand nested data. If you give _any_ current model nothing harder than three nested rectangles with text under each they will not extract the text correctly. Given that nested rectangles describes every table no VLM can currently extract data from anything but the most straightforward of tables.
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YOLOv12: The Next Evolution in Document Layout Analysis
The project uses my codebase yolo-doclaynet. You can find all free models on huggingface, while the largest model is available here (trained using rented GPU resources).
- YOLO models trained on DocLayNet, support document analytic intelligency
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How to analyze document layout by YOLO
You can find my solution in yolo-doclaynet. After examining several models and datasets, I've chosen YOLO as the base model and DocLayNet as the training data. Let's delve into more details.
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A note from our sponsor - InfluxDB
www.influxdata.com | 21 May 2025
Stats
Basic yolo-doclaynet repo stats
4
106
6.8
2 months ago
ppaanngggg/yolo-doclaynet is an open source project licensed under GNU Affero General Public License v3.0 which is an OSI approved license.
The primary programming language of yolo-doclaynet is Python.
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InfluxDB 3 OSS is now GA. Transform, enrich, and act on time series data directly in the database. Automate critical tasks and eliminate the need to move data externally. Download now.
www.influxdata.com