Add task categories and update citation

README.md

@@ -1,8 +1,10 @@
 ---
 license: cc-by-4.0
+task_categories:
+- other
+arxiv: 2601.05573
 datasets:
-  - Viglong/Hunyuan3D-FLUX-Gen
-papers:
+- Viglong/Hunyuan3D-FLUX-Gen
 space: Viglong/Orient-Anything-V2
 model: Viglong/OriAnyV2_ckpt
 ---
@@ -18,12 +20,13 @@ Orient Anything V2: Unifying Orientation and Rotation Understanding</h1>
 *Equal Contribution
 
 
-<a href='https://arxiv.org/abs/2412.18605'><img src='https://img.shields.io/badge/arXiv-PDF-red' alt='Paper PDF'></a>
+<a href='https://huggingface.co/papers/2601.05573'><img src='https://img.shields.io/badge/arXiv-PDF-red' alt='Paper PDF'></a>
 <a href='https://orient-anythingv2.github.io'><img src='https://img.shields.io/badge/Project_Page-OriAnyV2-green' alt='Project Page'></a>
+<a href='https://github.com/SpatialVision/Orient-Anything-V2'><img src='https://img.shields.io/badge/GitHub-Code-black' alt='GitHub Code'></a>
 <a href='https://huggingface.co/spaces/Viglong/Orient-Anything-V2'><img src='https://img.shields.io/badge/%F0%9F%A4%97%20Hugging%20Face-Spaces-blue'></a>
 <a href='https://huggingface.co/datasets/Viglong/OriAnyV2_Train_Render'><img src='https://img.shields.io/badge/%F0%9F%A4%97%20Hugging%20Face-Train Data-orange'></a>
 <a href='https://huggingface.co/datasets/Viglong/OriAnyV2_Inference'><img src='https://img.shields.io/badge/%F0%9F%A4%97%20Hugging%20Face-Test Data-orange'></a>
-<a href='https://huggingface.co/papers/2412.18605'><img src='https://img.shields.io/badge/%F0%9F%A4%97%20Hugging%20Face-Paper-yellow'></a>
+<a href='https://huggingface.co/papers/2601.05573'><img src='https://img.shields.io/badge/%F0%9F%A4%97%20Hugging%20Face-Paper-yellow'></a>
 </div>
 
 **Orient Anything V2**, a unified spatial vision model for understanding orientation, symmetry, and relative rotation, achieves SOTA performance across 14 datasets.
@@ -31,7 +34,7 @@ Orient Anything V2: Unifying Orientation and Rotation Understanding</h1>
 <!-- ![teaser](https://github.com/SpatialVision/Orient-Anything-V2/blob/main/assets/overview.jpg) -->
 
 ## News
-* **2025-10-24:** 🔥[Paper](https://arxiv.org/abs/2412.18605), [Project Page](https://orient-anythingv2.github.io), [Code](https://github.com/SpatialVision/Orient-Anything-V2), [Model Checkpoint](https://huggingface.co/Viglong/OriAnyV2_ckpt/blob/main/demo_ckpts/rotmod_realrotaug_best.pt), and [Demo](https://huggingface.co/spaces/Viglong/Orient-Anything-V2) have been released!
+* **2025-10-24:** 🔥[Paper](https://huggingface.co/papers/2601.05573), [Project Page](https://orient-anythingv2.github.io), [Code](https://github.com/SpatialVision/Orient-Anything-V2), [Model Checkpoint](https://huggingface.co/Viglong/OriAnyV2_ckpt/blob/main/demo_ckpts/rotmod_realrotaug_best.pt), and [Demo](https://huggingface.co/spaces/Viglong/Orient-Anything-V2) have been released!
 
 * **2025-09-18:** 🔥Orient Anything V2 has been accepted as a Spotlight @ NeurIPS 2025!
 
@@ -108,7 +111,7 @@ def run_inference(pil_ref, pil_tgt=None, do_rm_bkg=True):
         ans_dict = inf_single_case(model, pil_ref, pil_tgt)
     except Exception as e:
         print("Inference error:", e)
-        raise gr.Error(f"Inference failed: {str(e)}")
+        raise gr.Error(f\"Inference failed: {str(e)}\")
 
     def safe_float(val, default=0.0):
         try:
@@ -126,7 +129,7 @@ def run_inference(pil_ref, pil_tgt=None, do_rm_bkg=True):
       rel_el = safe_float(ans_dict.get('rel_el_pred', 0))
       rel_ro = safe_float(ans_dict.get('rel_ro_pred', 0))
 
-      print("Relative Pose: Azi",rel_az,"Ele",rel_el,"Rot",rel_ro)
+      print("Relative Pose: Azi\",rel_az,\"Ele\",rel_el,\"Rot\",rel_ro)
 
 image_ref_path = 'assets/examples/F35-0.jpg'
 image_tgt_path = 'assets/examples/F35-1.jpg' # optional
@@ -189,5 +192,9 @@ We would like to express our sincere gratitude to the following excellent works:
 If you find this project useful, please consider citing:
 
 ```bibtex
-
-```
+@inproceedings{wangorient,
+  title={Orient Anything V2: Unifying Orientation and Rotation Understanding},
+  author={Wang, Zehan and Zhang, Ziang and Xu, Jiayang and Wang, Jialei and Pang, Tianyu and Du, Chao and Zhao, Hengshuang and Zhao, Zhou},
+  booktitle={The Thirty-ninth Annual Conference on Neural Information Processing Systems}
+}
+```