Improve metadata and pipeline tag

README.md

@@ -1,69 +1,44 @@
 ---
-license: other
-license_name: multiple-licenses
-license_link: LICENSE.md
 datasets:
 - chris10/EgoForce
-pipeline_tag: image-to-3d
+license: cc-by-nc-4.0
+pipeline_tag: keypoint-detection
 tags:
 - egocentric-vision
 - hand-tracking
 - hand-pose-estimation
-- arxiv:2605.12498
 ---
 
 # EgoForce: Forearm-Guided Camera-Space 3D Hand Pose from a Monocular Egocentric Camera
-[Project Page](https://dfki-av.github.io/EgoForce) | [Paper](https://arxiv.org/pdf/2605.12498) | [HF Paper](https://huggingface.co/papers/2605.12498) | [Code](https://github.com/dfki-av/EgoForce) | [Demo](https://huggingface.co/spaces/chris10/EgoForce)
 
+[Project Page](https://dfki-av.github.io/EgoForce) | [Paper](https://arxiv.org/pdf/2605.12498) | [HF Paper](https://huggingface.co/papers/2605.12498) | [Code](https://github.com/dfki-av/EgoForce) | [Demo](https://huggingface.co/spaces/chris10/EgoForce)
 
-This repository contains EgoForce model assets and supporting files for egocentric hand and arm perception. Our trained checkpoints are `_DATA/epoch_460.pth` and `_DATA/model_weights.pth`. The repository also includes third-party assets used by the pipeline, a WiLoR-based 2D hand detector and MANO hand model files.
+EgoForce is a monocular 3D hand reconstruction framework that recovers robust, absolute 3D hand pose and its position from the user's (camera-space) viewpoint. It operates across fisheye, perspective, and distorted wide-FOV camera models using a single unified network.
 
 ## Repository contents
 
+This repository contains EgoForce model assets and supporting files for egocentric hand and arm perception.
+
 | Path | Role | Provenance | License / notice |
 | --- | --- | --- | --- |
-| `_DATA/detector.torchscript` | 2D hand bounding-box detector used in preprocessing | WiLoR detector | Third-party asset; see WiLoR notice below |
+| `_DATA/detector.torchscript` | 2D hand bounding-box detector | WiLoR detector | Third-party asset; see WiLoR notice below |
 | `_DATA/mano/*` | MANO hand model files | Official MANO distribution | Third-party asset; see MANO notice below |
 | `_DATA/epoch_460.pth` | EgoForce hand-arm detector | EgoForce | First-party project asset |
 | `_DATA/model_weights.pth` | EgoForce model | EgoForce | First-party project asset |
 
 ## Important licensing note
 
-No single license applies to every file in this repository.
-
-- The repository metadata is set to `license: other` because the contents include third-party assets with different licensing terms.
-- `_DATA/detector.torchscript` remains subject to the original WiLoR model license.
-- `_DATA/mano/*` remains subject to the official MANO license.
-- This repository does not grant any additional rights to those third-party assets.
-- The detailed notice is in [`LICENSE.md`](LICENSE.md).
-
-## Third-party notices
-
-### WiLoR detector
-
-`_DATA/detector.torchscript` is the 2D hand bounding-box detector used by this repository. According to the official WiLoR repository, WiLoR models are released under the Creative Commons Attribution-NonCommercial-NoDerivatives 4.0 International license (CC BY-NC-ND 4.0).
-
-Official sources:
-
-- Project page: <https://rolpotamias.github.io/WiLoR/>
-- Code and license notice: <https://github.com/rolpotamias/WiLoR>
-- CVPR 2025 paper: <https://openaccess.thecvf.com/content/CVPR2025/html/Potamias_WiLoR_End-to-end_3D_Hand_Localization_and_Reconstruction_in-the-wild_CVPR_2025_paper.html>
-- CC BY-NC-ND 4.0 summary: <https://creativecommons.org/share-your-work/cclicenses/>
-- CC BY-NC-ND 4.0 legal code: <https://creativecommons.org/licenses/by-nc-nd/4.0/legalcode>
+No single license applies to every file in this repository. 
 
-### MANO
-
-`_DATA/mano/*` contains MANO hand model assets from the Max Planck MANO distribution. The official MANO license is a separate non-commercial research license.
-
-Official sources:
-- Project page: <https://mano.is.tue.mpg.de/>
-- License terms: <https://mano.is.tue.mpg.de/license.html>
-- MPI code page: <https://is.mpg.de/code/embodied-hands>
+- The **EgoForce** code and model weights are released under the [CC-BY-NC 4.0](https://creativecommons.org/licenses/by-nc/4.0/) license.
+- `_DATA/detector.torchscript` is subject to the original **WiLoR** model license ([CC BY-NC-ND 4.0](https://creativecommons.org/licenses/by-nc-nd/4.0/)).
+- `_DATA/mano/*` remains subject to the official **MANO** non-commercial research license.
 
+For detailed information, please refer to [`LICENSE.md`](LICENSE.md).
 
 ## Required citations
 
-If you use this repository, cite the corresponding EgoForce paper.
+If you use this repository, please cite the corresponding EgoForce paper:
 
 ```bibtex
 @inproceedings{millerdurai2026egoforce,
@@ -74,34 +49,22 @@ If you use this repository, cite the corresponding EgoForce paper.
 }
 ```
 
-If you use the WiLoR detector bundled in this repository, cite WiLoR:
+If you use the WiLoR detector or MANO assets bundled here, please cite their respective works:
 
 ```bibtex
 @InProceedings{Potamias_2025_CVPR,
   author    = {Potamias, Rolandos Alexandros and Zhang, Jinglei and Deng, Jiankang and Zafeiriou, Stefanos},
   title     = {WiLoR: End-to-end 3D Hand Localization and Reconstruction in-the-wild},
   booktitle = {Proceedings of the IEEE/CVF Conference on Computer Vision and Pattern Recognition (CVPR)},
-  month     = {June},
-  year      = {2025},
-  pages     = {12242-12254}
+  year      = {2025}
 }
-```
-
-If you use MANO assets or outputs parameterized by MANO, cite MANO:
 
-```bibtex
 @article{MANO:SIGGRAPHASIA:2017,
   title   = {Embodied Hands: Modeling and Capturing Hands and Bodies Together},
   author  = {Romero, Javier and Tzionas, Dimitrios and Black, Michael J.},
   journal = {ACM Transactions on Graphics, (Proc. SIGGRAPH Asia)},
   volume  = {36},
   number  = {6},
-  series  = {245:1--245:17},
-  month   = nov,
   year    = {2017}
 }
-```
-
-## Compliance note
-
-This model card documents known upstream attribution and licensing obligations for transparency. It is not legal advice. Before public redistribution, verify that every bundled third-party file is hosted in a manner consistent with its original license terms.
+```