Update README.md

README.md

@@ -1,31 +1,71 @@
----
-license: cc-by-4.0
-dataset_info:
-  features:
-  - name: COCO
-    dtype: image
-  - name: T_original
-    dtype: string
-  - name: T_generated
-    dtype: string
-  - name: T_negative
-    dtype: string
-  - name: NeIn
-    dtype: image
-  splits:
-  - name: train
-    num_bytes: 71681524914.3
-    num_examples: 342775
-  - name: validation
-    num_bytes: 4945769234.918
-    num_examples: 24182
-  download_size: 36634351590
-  dataset_size: 76627294149.218
-configs:
-- config_name: default
-  data_files:
-  - split: train
-    path: data/train-*
-  - split: validation
-    path: data/validation-*
----
+---
+license: cc-by-4.0
+dataset_info:
+  features:
+  - name: COCO
+    dtype: image
+  - name: T_original
+    dtype: string
+  - name: T_generated
+    dtype: string
+  - name: T_negative
+    dtype: string
+  - name: NeIn
+    dtype: image
+  splits:
+  - name: train
+    num_bytes: 71681524914.3
+    num_examples: 342775
+  - name: validation
+    num_bytes: 4945769234.918
+    num_examples: 24182
+  download_size: 36634351590
+  dataset_size: 76627294149.218
+configs:
+- config_name: default
+  data_files:
+  - split: train
+    path: data/train-*
+  - split: validation
+    path: data/validation-*
+task_categories:
+- text-to-image
+- image-to-image
+language:
+- en
+tags:
+- image_editing
+- negation
+- vlm
+pretty_name: NeIn
+size_categories:
+- 100K<n<1M
+---
+
+# NeIn: Telling What You Don’t Want (CVPRW 2025)
+
+### Dataset Description
+- **Homepage:** https://tanbuinhat.github.io/NeIn/
+- **Point of Contact:** [Nhat-Tan Bui](mailto:tanb@uark.edu)
+
+### Dataset Summary
+NeIn is the first large-scale for studying negation in text-guided image editing. It comprises 366,957 quintuplets, i.e., source image, original caption, selected object, negative sentence, and target image in total, including 342,775 queries for training and 24,182 queries for
+benchmarking image editing methods.
+
+### Dataset Structure
+- `COCO` (img): The source image from MS-COCO.
+- `T_original` (str): The original caption from COCO of that image.
+- `T_generated` (str): The addition instruction (e.g., "Add a couch.") for generate NeIn's sample and extract selected object.
+- `T_negative` (str): The negative instruction.
+- `NeIn` (img): The target image for negative instruction.
+
+## Citation
+If you find this dataset useful, please consider citing our paper:
+```
+@article{bui2024nein,
+  author={Bui, Nhat-Tan and Hoang, Dinh-Hieu and Trinh, Quoc-Huy and Tran, Minh-Triet and Nguyen, Truong and Gauch, Susan},
+  title={NeIn: Telling What You Don't Want},
+  journal={arXiv preprint arXiv:2409.06481},
+  year={2024}
+}
+```