Update README.md

README.md

@@ -1,3 +1,68 @@
----
-license: cc-by-4.0
----
+---
+license: cc-by-4.0
+task_categories:
+- image-classification
+language:
+- en
+tags:
+- benchmark
+- image-classification
+- out-of-distribution
+- robustness
+- sensor-control
+- light-control
+- real-photo
+size_categories:
+- 100K<n<1M
+---
+
+# 📸 ImageNet-ES Diverse
+
+**ImageNet-ES Diverse** is a benchmark dataset of **192,000 real-world images** captured with a physical camera in a controlled testbed (ES-Studio Diverse), under various sensor parameters and lighting conditions. It complements the original [ImageNet-ES](https://huggingface.co/datasets/Edw2n/ImageNet-ES) by introducing more diverse and realistic covariate shifts for robustness evaluation.
+
+This dataset is introduced in the ICLR 2025 paper: *Adaptive Camera Sensor for Vision Models*.  
+[📄 Read the paper (ICLR 2025)](https://openreview.net/pdf?id=He2FGdmsas)
+<img align="center" src="https://raw.githubusercontent.com/Edw2n/Lens/main/ImageNet-ES-Diverse-example.png" width="800">
+
+---
+### 🗂️ ImageNet-ES Diverse Strucuture
+```
+ImageNet-ES-Diverse
+├── es-train (8K)
+│   └── tin_no_resize_sample_removed 
+│   # 8K original validation samples of Tiny-ImageNet without references in ImageNet-ES 
+├── es-diverse-test (193K)
+    ├── auto_exposure (30K)  = 1K * 6 environments *5 shots
+    ├── param_control  (162K) = 1K * 6 environments *27 shots
+    └── sampled_tin_no_resize2 # reference samples (1K)
+```
+The main paper and the appendix detail the dataset specifications and present analyses on adaptive sensing and qualitative insights.
+
+---
+### 🎛️ ES-Studio Diverse
+To address the limitations of existing robustness benchmarks, including *ImageNet-ES*, we customized *ES-Studio* into *ES-Studio Diverse* by replacing the reference display with printed images captured from a screen. While maintaining control over lighting and sensor parameters as in *ES-Studio*, this customized setup and broader lighting variations enable the collection of data that is complementary to *ImageNet-ES*.
+
+
+<img align="center" src="https://raw.githubusercontent.com/Edw2n/Lens/main/ES-Studio-Diverse.png" width="400">
+<img align="center" src="https://raw.githubusercontent.com/Edw2n/Lens/main/testbed-diverse-actual-.png" width="400">
+
+---
+### Download (will be updated)
+
+---
+### 🔍 More Exploration
+Visit our paper repository: [🔗 Lens GitHub Repository](https://github.com/Edw2n/Lens)
+
+---
+### 📜 Citation
+
+```bibtex
+@inproceedings{
+baek2025adaptive,
+title={Adaptive Camera Sensor for Vision Models},
+author={Eunsu Baek and Sung-hwan Han and Taesik Gong and Hyung-Sin Kim},
+booktitle={The Thirteenth International Conference on Learning Representations},
+year={2025},
+url={https://openreview.net/forum?id=He2FGdmsas}
+}
+```