Model card: canonical template, code authors, arXiv citation

README.md

@@ -12,27 +12,35 @@ pipeline_tag: object-detection
 
 # TRUE-Colon — RT-DETR (REAL-Colon, seed 0)
 
-RT-DETR trained on the **REAL-Colon** dataset of 60 complete, unedited colonoscopy
-procedures, released alongside the TRUE-Colon evaluation protocol
-(MICCAI 2026 EndoLINA workshop).
+Official weights for **TRUE-Colon: Exposing a Consistent Transfer Asymmetry in Real-Time
+Polyp Detection** (MICCAI 2026 EndoLINA Workshop). This repo holds the **`rtdetr`**
+detector at **seed 0**, trained on REAL-Colon: 60 complete, unedited colonoscopy
+procedures rather than curated lesion-centric clips.
+
+TRUE-Colon is an evaluation protocol first. Its finding is that detectors trained on
+curated benchmarks collapse on full procedures, while procedure-trained models like this
+one suppress non-polyp content and still transfer back to curated data. The detector itself
+is an off-the-shelf RT-DETR: what is released here is a baseline trained under the
+paper's protocol, not a new architecture.
 
 This is one of three seeds. Reporting a single seed of this model in isolation would
 overstate its precision; the paper aggregates all three.
 
 ## Model Details
 
-- **Developed by:** Chair of Explainable Machine Learning, Otto-Friedrich-University Bamberg
+- **Developed by:** Sebastian Doerrich, Andreas Franz Schwab (xAILab, University of Bamberg)
+- **Funded by:** Hightech Agenda Bayern (HTA) of the Free State of Bavaria, Germany
 - **Model type:** Single-class object detector (`lesion`)
 - **License:** AGPL-3.0, inherited from Ultralytics. This is **not** the MIT license of the
-  `true_colon` evaluation package. Using these weights in a product carries the AGPL's
-  source-availability obligations.
+  `true_colon` evaluation package (© Sebastian Doerrich, Andreas Franz Schwab). Using these
+  weights in a product carries the AGPL's source-availability obligations.
 - **Framework:** Ultralytics
 
 ### Model Sources
 
 - **Paper:** https://arxiv.org/abs/2608.13711
 - **Repository:** https://github.com/sdoerrich97/true-colon
-- **Protocol package:** https://pypi.org/project/true-colon/
+- **Package:** https://pypi.org/project/true-colon/
 
 ### Architecture and training
 
@@ -118,19 +126,19 @@ card, because a single seed's values are not the quantity the paper reports.
 ## Citation
 
 ```bibtex
-@inproceedings{doerrich2026truecolon,
-  title         = {TRUE-Colon: Exposing a Consistent Transfer Asymmetry in Real-Time Polyp Detection},
-  author        = {Doerrich, Sebastian and Schwab, Andreas Franz and Di Salvo, Francesco
-                   and Rai, Shyam Nandan and Nguyen, Hanh Huyen My and Ledig, Christian},
-  booktitle     = {MICCAI Workshop on Endoscopic Lesion Identification and Analysis (EndoLINA)},
-  year          = {2026},
-  eprint        = {2608.13711},
-  archivePrefix = {arXiv},
-  primaryClass  = {eess.IV},
-  doi           = {10.48550/arXiv.2608.13711}
+@article{doerrich2026truecolon,
+  title={TRUE-Colon: Exposing a Consistent Transfer Asymmetry in Real-Time Polyp Detection},
+  author={Sebastian Doerrich and Andreas Franz Schwab and Francesco {Di Salvo} and Shyam Nandan Rai and Hanh Huyen My Nguyen and Christian Ledig},
+  year={2026},
+  eprint={2608.13711},
+  archivePrefix={arXiv},
+  primaryClass={eess.IV},
+  url={https://arxiv.org/abs/2608.13711},
 }
 ```
 
-## Contact
+## Model Card Contact
 
-sebastian.doerrich@uni-bamberg.de
+For questions or issues, please open an issue in the
+[GitHub repository](https://github.com/sdoerrich97/true-colon), or contact
+sebastian.doerrich@uni-bamberg.de.