Beta
Explore
Marketplace
Neural Labs
Playground
Wallet
Docs
doctra-docres-main – AI Model by DaVinciCode | AlphaNeural AI
You can deploy this model and start earning money today!
DaVinciCode
/
doctra-docres-main
like
0
pytorch
document-image-restoration
dewarping
deshadowing
deblurring
binarization
appearance-enhancement
doctra
image-to-image
mit
us
Views
No views yet
Model card
Files and Versions
Community
API
Deploy
DocRes Main Weights (docres.pkl)
These are the official
DocRes
(CVPR 2024) main weights (
docres.pkl
), rehosted for use in the
Doctra
library.
📖 Source
Original repository:
ZZZHANG-jx/DocRes
Paper:
DocRes: Dynamic Task-Specific Prompt for Generalist Document Image Restoration
(CVPR 2024)
⚖️ License
MIT License (see LICENSE file).
Weights are redistributed under the same terms, with attribution to the original authors.
✅ Intended Use
The
docres.pkl
weights are used with the DocRes model backbone to perform generalist document image restoration tasks, including:
📐 Dewarping
🌗 Deshadowing
✨ Appearance enhancement (illumination cleanup)
🔄 Deblurring
⚫ Binarization
These weights are integrated into the
Doctra
library to improve preprocessing and restoration of scanned or photographed documents.
⚠️ Limitations
Performance may not always exceed highly specialized single-task models.
Trained on specific datasets (see
source repo
for details).
Not intended for non-document natural images.
