Merge pull request #5 from Daymenion:dev

Update

datasets/README.md

@@ -1,9 +1,9 @@
-===========================================
+
 # DATASET 1
 ## The Caltech-UCSD Birds-200-2011 Dataset
-===========================================
 
-Download
+
+## Download
 --------
 Dowloand this dataset from [here](https://data.caltech.edu/records/65de6-vp158) extract it and put it in the datasets folder.
 - dataset
@@ -34,49 +34,58 @@ Directory Information
 
 
 
-=========================
-IMAGES AND CLASS LABELS:
-=========================
+## IMAGES AND CLASS LABELS:
+
 Images are contained in the directory images/, with 200 subdirectories (one for each bird species)
 
-------- List of image files (images.txt) ------
+------- 
+List of image files (images.txt) 
+------
 The list of image file names is contained in the file images.txt, with each line corresponding to one image:
 
 <image_id> <image_name>
+
 ------------------------------------------
 
 
-------- Train/test split (train_test_split.txt) ------
+------- 
+Train/test split (train_test_split.txt) 
+------
 The suggested train/test split is contained in the file train_test_split.txt, with each line corresponding to one image:
 
 <image_id> <is_training_image>
 
 where <image_id> corresponds to the ID in images.txt, and a value of 1 or 0 for <is_training_image> denotes that the file is in the training or test set, respectively.
+
 ------------------------------------------------------
 
 
-------- List of class names (classes.txt) ------
+------- 
+List of class names (classes.txt) 
+------
 The list of class names (bird species) is contained in the file classes.txt, with each line corresponding to one class:
 
 <class_id> <class_name>
+
 --------------------------------------------
 
 
-------- Image class labels (image_class_labels.txt) ------
+-------
+ Image class labels (image_class_labels.txt) 
+------
 The ground truth class labels (bird species labels) for each image are contained in the file image_class_labels.txt, with each line corresponding to one image:
 
 <image_id> <class_id>
 
 where <image_id> and <class_id> correspond to the IDs in images.txt and classes.txt, respectively.
+
 ---------------------------------------------------------
 
 
 
 
 
-=========================
-BOUNDING BOXES:
-=========================
+## BOUNDING BOXES:
 
 Each image contains a single bounding box label.  Bounding box labels are contained in the file bounding_boxes.txt, with each line corresponding to one image:
 
@@ -87,27 +96,34 @@ where <image_id> corresponds to the ID in images.txt, and <x>, <y>, <width>, and
 
 
 
-=========================
-PART LOCATIONS:
-=========================
+## PART LOCATIONS:
 
-------- List of part names (parts/parts.txt) ------
+
+------- 
+List of part names (parts/parts.txt) 
+------
 The list of all part names is contained in the file parts/parts.txt, with each line corresponding to one part:
 
 <part_id> <part_name>
+
 ------------------------------------------
 
 
-------- Part locations (parts/part_locs.txt) ------
+------- 
+Part locations (parts/part_locs.txt) 
+------
 The set of all ground truth part locations is contained in the file parts/part_locs.txt, with each line corresponding to the annotation of a particular part in a particular image:
 
 <image_id> <part_id> <x> <y> <visible>
 
 where <image_id> and <part_id> correspond to the IDs in images.txt and parts/parts.txt, respectively.  <x> and <y> denote the pixel location of the center of the part.  <visible> is 0 if the part is not visible in the image and 1 otherwise.
+
 ----------------------------------------------------------
 
 
-------- MTurk part locations (parts/part_click_locs.txt) ------
+-------
+ MTurk part locations (parts/part_click_locs.txt) 
+------
 A set of multiple part locations for each image and part, as perceived by multiple MTurk users is contained in parts/part_click_locs.txt, with each line corresponding to the annotation of a particular part in a particular image by a different MTurk worker:
 
 <image_id> <part_id> <x> <y> <visible> <time>
@@ -117,41 +133,54 @@ where <image_id>, <part_id>, <x>, <y> are in the same format as defined in parts
 
 
 
-=========================
-ATTRIBUTE LABELS:
-=========================
+## ATTRIBUTE LABELS:
+
 
-------- List of attribute names (attributes/attributes.txt) ------
+-------
+List of attribute names (attributes/attributes.txt) 
+------
 The list of all attribute names is contained in the file attributes/attributes.txt, with each line corresponding to one attribute:
 
 <attribute_id> <attribute_name>
+
 ------------------------------------------------------------------
 
 
-------- List of certainty names (attributes/certainties.txt) ------
+------- 
+List of certainty names (attributes/certainties.txt) 
+------
 The list of all certainty names (used by workers to specify their certainty of an attribute response of is contained in the file attributes/certainties.txt, with each line corresponding to one certainty:
 
 <certainty_id> <certainty_name>
+
 -------------------------------------------------------------------
 
 
-------- MTurk image attribute labels (attributes/image_attribute_labels.txt) ------
+-------
+ MTurk image attribute labels (attributes/image_attribute_labels.txt) 
+
+ ------
 The set of attribute labels as perceived by MTurkers for each image is contained in the file attributes/image_attribute_labels.txt, with each line corresponding to one image/attribute/worker triplet:
 
 <image_id> <attribute_id> <is_present> <certainty_id> <time>
 
 where <image_id>, <attribute_id>, <certainty_id> correspond to the IDs in images.txt, attributes/attributes.txt, and attributes/certainties.txt respectively.  <is_present> is 0 or 1 (1 denotes that the attribute is present).  <time> denotes the time spent by the MTurker in seconds.
+
 -----------------------------------------------------------------------------------
 
 
-------- Class attribute labels (attributes/class_attribute_labels_continuous.txt) ------
+------- 
+Class attribute labels (attributes/class_attribute_labels_continuous.txt) 
+------
+
 Attributes on a per-class level--in a similar format to the Animals With Attributes dataset--are contained in attributes/class_attribute_labels_continuous.txt.  The file contains 200 lines and 312 space-separated columns.  Each line corresponds to one class (in the same order as classes.txt) and each column contains one real-valued number corresponding to one attribute (in the same order as attributes.txt).  The number is the percentage of the time (between 0 and 100) that a human thinks that the attribute is present for a given class
+
 ----------------------------------------------------------------------------------------
 
-===========================================
+
 # DATASET 2
 ## Caption data for CUB-200-2011
-===========================================
+
 
 ### Download [CUB-200 caption data](https://drive.google.com/file/d/0B0ywwgffWnLLLUc2WHYzM0Q2eWc/view?usp=sharing)(torch format) with browser or wget (refer to [Download Google Drive files with WGET](https://gist.github.com/iamtekeste/3cdfd0366ebfd2c0d805) and Extract the file under foler 'CUB_200_2011'