update: README.md

README.md

@@ -25,6 +25,8 @@ size_categories:
 
 This dataset contains images of **U-tube manometers** and is designed for **computer vision regression and classification tasks**, focusing on reading and interpreting liquid column levels.
 
+* Performance may vary under extreme lighting or occlusion conditions
+  
 ---
 
 ## Dataset Summary
@@ -57,19 +59,8 @@ dataset/
     └── ...
 ```
 
-* Each subfolder name corresponds to the **label value** (e.g., water column height).
-* Images inside the folder share the same label.
-
----
-
-## Labels
-
-* **Type**: Numerical (float)
-* **Description**: Water column height (e.g., in centimeters)
-* **Source**: Encoded directly in the directory name
-
-For classification tasks, labels can be treated as discrete classes.
-
+* Each subfolder name corresponds to the **label value** (e.g., water column height in centimeters).
+* Images inside the folder share the same height value.
 
 ---
 
@@ -83,22 +74,6 @@ For classification tasks, labels can be treated as discrete classes.
 
 ---
 
-## Intended Use
-
-This dataset is intended for:
-
-* Training and evaluating regression models for visual measurement
-* Benchmarking image-based gauge reading systems
-* Research in applied computer vision for instrumentation
-
----
-
-## Limitations
-
-* Performance may vary under extreme lighting or occlusion conditions
-
----
-
 ## License
 
 This dataset is released under the **Apache License 2.0**.