Update README.md

README.md

@@ -1,102 +1,118 @@
----
-license: apache-2.0
-dataset_info:
-  features:
-  - name: id
-    dtype: int32
-  - name: x
-    sequence: image
-  - name: color
-    dtype:
-      class_label:
-        names:
-          '0': DarkSlateGray
-          '1': OrangeRed
-          '2': Yellow
-          '3': SpringGreen
-          '4': Cyan
-          '5': Purple
-          '6': DodgerBlue
-          '7': DeepPink
-          '8': NavajoWhite
-  - name: shape
-    dtype:
-      class_label:
-        names:
-          '0': square
-          '1': ellipse
-          '2': heart
-  - name: scale
-    dtype:
-      class_label:
-        names:
-          '0': '0.5'
-          '1': '1.0'
-  - name: orientation
-    dtype:
-      class_label:
-        names:
-          '0': '0.0'
-  - name: posX
-    dtype:
-      class_label:
-        names:
-          '0': '0.06451612903225806'
-          '1': '0.1935483870967742'
-          '2': '0.3225806451612903'
-          '3': '0.45161290322580644'
-          '4': '0.5806451612903226'
-          '5': '0.7096774193548387'
-          '6': '0.8387096774193549'
-          '7': '0.967741935483871'
-  - name: posY
-    dtype:
-      class_label:
-        names:
-          '0': '0.06451612903225806'
-          '1': '0.1935483870967742'
-          '2': '0.3225806451612903'
-          '3': '0.45161290322580644'
-          '4': '0.5806451612903226'
-          '5': '0.7096774193548387'
-          '6': '0.8387096774193549'
-          '7': '0.967741935483871'
-  - name: scale_dynamic
-    dtype:
-      class_label:
-        names:
-          '0': increasing_1x
-          '1': decreasing_1x
-          '2': increasing_2x
-          '3': decreasing_2x
-          '4': increasing_3x
-          '5': decreasing_3x
-  - name: orientation_dynamic
-    dtype:
-      class_label:
-        names:
-          '0': counterclockwise
-          '1': static
-          '2': clockwise
-  splits:
-  - name: train
-    num_bytes: 37545438.056
-    num_examples: 21772
-  - name: val
-    num_bytes: 13310365.304
-    num_examples: 4666
-  - name: test
-    num_bytes: 13289012.304
-    num_examples: 4666
-  download_size: 54642367
-  dataset_size: 64144815.664
-configs:
-- config_name: default
-  data_files:
-  - split: train
-    path: data/train-*
-  - split: val
-    path: data/val-*
-  - split: test
-    path: data/test-*
----
+---
+license: apache-2.0
+dataset_info:
+  features:
+  - name: id
+    dtype: int32
+  - name: x
+    sequence: image
+  - name: color
+    dtype:
+      class_label:
+        names:
+          '0': DarkSlateGray
+          '1': OrangeRed
+          '2': Yellow
+          '3': SpringGreen
+          '4': Cyan
+          '5': Purple
+          '6': DodgerBlue
+          '7': DeepPink
+          '8': NavajoWhite
+  - name: shape
+    dtype:
+      class_label:
+        names:
+          '0': square
+          '1': ellipse
+          '2': heart
+  - name: scale
+    dtype:
+      class_label:
+        names:
+          '0': '0.5'
+          '1': '1.0'
+  - name: orientation
+    dtype:
+      class_label:
+        names:
+          '0': '0.0'
+  - name: posX
+    dtype:
+      class_label:
+        names:
+          '0': '0.06451612903225806'
+          '1': '0.1935483870967742'
+          '2': '0.3225806451612903'
+          '3': '0.45161290322580644'
+          '4': '0.5806451612903226'
+          '5': '0.7096774193548387'
+          '6': '0.8387096774193549'
+          '7': '0.967741935483871'
+  - name: posY
+    dtype:
+      class_label:
+        names:
+          '0': '0.06451612903225806'
+          '1': '0.1935483870967742'
+          '2': '0.3225806451612903'
+          '3': '0.45161290322580644'
+          '4': '0.5806451612903226'
+          '5': '0.7096774193548387'
+          '6': '0.8387096774193549'
+          '7': '0.967741935483871'
+  - name: scale_dynamic
+    dtype:
+      class_label:
+        names:
+          '0': increasing_1x
+          '1': decreasing_1x
+          '2': increasing_2x
+          '3': decreasing_2x
+          '4': increasing_3x
+          '5': decreasing_3x
+  - name: orientation_dynamic
+    dtype:
+      class_label:
+        names:
+          '0': counterclockwise
+          '1': static
+          '2': clockwise
+  splits:
+  - name: train
+    num_bytes: 37545438.056
+    num_examples: 21772
+  - name: val
+    num_bytes: 13310365.304
+    num_examples: 4666
+  - name: test
+    num_bytes: 13289012.304
+    num_examples: 4666
+  download_size: 54642367
+  dataset_size: 64144815.664
+configs:
+- config_name: default
+  data_files:
+  - split: train
+    path: data/train-*
+  - split: val
+    path: data/val-*
+  - split: test
+    path: data/test-*
+---
+
+## MSD dSprites-Static Dataset Attribution
+
+The Multi-factor Sequential Disentanglement benchmark includes a **modified variant of the dSprites dataset**, adapted to support sequential multi-factor disentanglement.
+
+- Original repository:  
+  https://github.com/deepmind/dsprites-dataset
+
+- Reference paper:  
+  M. Higgins, L. Matthey, A. Pal, C. Burgess, X. Glorot, M. Botvinick, S. Mohamed, A. Lerchner.  
+  *beta-VAE: Learning Basic Visual Concepts with a Constrained Variational Framework*, ICLR 2017.  
+  https://openreview.net/forum?id=Sy2fzU9gl
+
+⚠ **Note:** The dSprites dataset is licensed under the Apache License 2.0. We redistribute it here solely for non-commercial research purposes, following the original license terms. Please cite the above paper when using this dataset in your work.
+
+In this modified sequential version, the object is colorized and remains static in position, while the dynamic factors are its **scale** and **orientation**, allowing targeted evaluation of disentanglement in temporal settings.