star092304 commited on
Commit
86a5f1c
·
verified ·
1 Parent(s): c624eef

Upload README.md

Browse files
Files changed (1) hide show
  1. README.md +69 -0
README.md ADDED
@@ -0,0 +1,69 @@
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
1
+ # AI Challenge CV Dataset Description
2
+
3
+ This dataset comes from [https://aichallenge.ptit.edu.vn/](https://aichallenge.ptit.edu.vn/) and is organized for a multi-class video classification task.
4
+
5
+ ## Dataset Structure
6
+
7
+ The `train` folder contains training data organized in a class-based directory structure.
8
+
9
+ - each subfolder corresponds to a class label for the classification problem
10
+ - each subfolder name is the class label, for example: `Ăn`, `Ban đêm`, `Bạn thân`, `Bệnh viện`, `Virus`, `Xe đạp`, `Xin lỗi`, ...
11
+ - each folder contains many short MP4 video clips
12
+
13
+ ## What this means
14
+
15
+ - Each subfolder holds examples belonging to that label.
16
+ - The dataset is arranged as a label-directory dataset, which is ideal for multi-class classification tasks.
17
+ - Although the training set is organized by folder labels, the actual examples are short video files in MP4 format.
18
+
19
+ ## Representative Labels
20
+
21
+ Some notable class labels in `train` include:
22
+
23
+ - Ăn
24
+ - Ăn mừng
25
+ - An ủi
26
+ - Áp dụng
27
+ - Ban đêm
28
+ - Bạn thân
29
+ - Bệnh viện
30
+ - Bộ y tế
31
+ - Con gấu
32
+ - Cứu
33
+ - Học sinh
34
+ - Khẩu trang
35
+ - Lây bệnh
36
+ - Nghe
37
+ - Nghỉ ngơi
38
+ - Phòng xét nghiệm
39
+ - Sốt
40
+ - Sử dụng
41
+ - Thức ăn
42
+ - Thương
43
+ - Xe đạp
44
+ - Ô tô
45
+ - Xin lỗi
46
+ - Xuất viện
47
+ - ...
48
+
49
+ ## Summary
50
+
51
+ In summary, the training dataset is organized by label directories and is well suited for multi-class classification problems. For a deeper inspection, open each label subfolder to see the number of samples and the exact file formats inside.
52
+
53
+ ## Sample Visualizations
54
+
55
+ ### Sample Video Frames
56
+
57
+ ![Sample frames from the dataset](analysis_dataset/fig12_sample_frames.png)
58
+
59
+ ### Video Overview
60
+
61
+ ![Video overview of the dataset](analysis_dataset/fig2_video_overview.png)
62
+
63
+ ### Label Balance
64
+
65
+ ![Label balance of the dataset](analysis_dataset/fig9_label_balance.png)
66
+
67
+ ## Notes for Hugging Face
68
+
69
+ This description is intended for use on Hugging Face as an overview of the dataset structure and class organization. Ensure the dataset files and images are uploaded together so these images render correctly in the dataset card.