Update README.md

README.md

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-license: apache-2.0
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+---
+license: apache-2.0
+---
+# KAT-ReID – MSMT17
+
+## Model Details
+
+* **Model name:** KAT-ReID (MSMT17)
+* **Task:** Large-scale Person Re-Identification
+* **Dataset:** MSMT17
+
+---
+
+## Model Description
+
+MSMT17 is a **large-scale, multi-camera ReID benchmark** with strong domain shifts.
+This model evaluates KAT-ReID under challenging illumination and camera variability.
+
+---
+
+## Training Data
+
+* **Identities:** 4,101
+* **Images:** 126,441
+* **Cameras:** 15
+
+---
+
+## Evaluation Results
+
+| Metric  | Score |
+| ------- | ----- |
+| mAP     | 38.8  |
+| Rank-1  | 61.5  |
+| Rank-5  | 76.6  |
+| Rank-10 | 82.2  |
+
+Results show that KAT-ReID struggles to match ViT baselines on highly diverse large-scale datasets.
+
+---
+
+## Limitations
+
+* Underfits global appearance cues
+* Requires further regularization and longer warm-up
+* Sensitive to large domain shifts
+
+---
+
+## Citation
+
+```bibtex
+@inproceedings{umair2025katreid,
+  title={KAT-ReID: Assessing the Viability of Kolmogorov--Arnold Transformers in Object Re-Identification},
+  author={Umair, Muhammad and Zhou, Jun and Musaddiq, Muhammad Hammad and Muhammad, Ahmad},
+  year={2025}
+}
+```
+