Comments (2)
Hi, thanks for bringing this up, it's a great point.
If I understand you correctly, this situation can happen when two predicted columns are non-overlapping but stacked vertically, one above the other. Is that correct?
This situation seems like it would happen rarely or never for a model that is performing very well on a particular test dataset. But if the model is not performing well, and this situation did happen, then just thinking about it, yes it does seem to me like the current post-processing code could have an undesired outcome.
Can you share the GriTS score you had before and after making the change? An improvement of 0.01 is actually pretty significant. Because models that perform very well can already have GriTS scores above 0.98, I do suspect this improvement will only happen for models whose performance is less than desired on the test data. But until table structure recognition is completely solved, that's a valid case to consider!
Best,
Brandon
from table-transformer.
If I understand you correctly, this situation can happen when two predicted columns are non-overlapping but stacked vertically, one above the other. Is that correct?
Yup, that's right. It can also happen for rows stacked horizontally but not overlapping.
Can you share the GriTS score you had before and after making the change?
Before Change: Grits_Top: 0.9161 Grits_loc: 0.7638
After Change: Grits_Top:0.9257 Grits_loc: 0.7707
The test set consists of 1500 samples.
Thanks for taking note of this! Let me know if a PR is needed to add these changes, would be happy to open one.
from table-transformer.
Related Issues (20)
- How to handle the nesting of tables in PDF? HOT 1
- Loading Weights - not expected behaviour HOT 1
- Table is not getting identified completely after training. HOT 1
- Mapping of cells output with actual inference image
- table transformer : detection issue
- Where is the annotation script?
- ocr in tabletransformer error
- "Urgent"-Issue in null cell- null cell value getting overlapped by next cell value HOT 2
- Question on fine-tuning TATR with a proprietary dataset HOT 3
- What does spans mean in the cell output?
- Structure recognition output is not satisfying for some tables HOT 1
- Evaluation Script Freeze for Fine-tune Table Structure Recognition Model HOT 1
- i try pre-train model but not good
- Table transformer crop issue HOT 1
- create own datasets and train the model HOT 2
- table_transformer relies on onnxruntime~=1.14.1, but onnxruntime==1.14.1 cannot be installed
- How do I perform Batch Inference for TSR? HOT 1
- Many short rows with financial table structure model HOT 2
- TSR model export onnx, but does not support dynamic batch HOT 1
- structure fine-tuning issue
Recommend Projects
-
React
A declarative, efficient, and flexible JavaScript library for building user interfaces.
-
Vue.js
🖖 Vue.js is a progressive, incrementally-adoptable JavaScript framework for building UI on the web.
-
Typescript
TypeScript is a superset of JavaScript that compiles to clean JavaScript output.
-
TensorFlow
An Open Source Machine Learning Framework for Everyone
-
Django
The Web framework for perfectionists with deadlines.
-
Laravel
A PHP framework for web artisans
-
D3
Bring data to life with SVG, Canvas and HTML. 📊📈🎉
-
Recommend Topics
-
javascript
JavaScript (JS) is a lightweight interpreted programming language with first-class functions.
-
web
Some thing interesting about web. New door for the world.
-
server
A server is a program made to process requests and deliver data to clients.
-
Machine learning
Machine learning is a way of modeling and interpreting data that allows a piece of software to respond intelligently.
-
Visualization
Some thing interesting about visualization, use data art
-
Game
Some thing interesting about game, make everyone happy.
Recommend Org
-
Facebook
We are working to build community through open source technology. NB: members must have two-factor auth.
-
Microsoft
Open source projects and samples from Microsoft.
-
Google
Google ❤️ Open Source for everyone.
-
Alibaba
Alibaba Open Source for everyone
-
D3
Data-Driven Documents codes.
-
Tencent
China tencent open source team.
from table-transformer.