docs: update descriptions

yanbasic · yanbasic · commit 788a1cef08c6 · 2022-06-16T16:13:17.000+08:00
diff --git a/README.md b/README.md
@@ -65,12 +65,12 @@ This repository contains several pre-trained deep learning models based on AWS L
 ### **Computer Vision Production**
 |    **Feature Name**   | **Description**    |
 |--------------|-------------|
-|Image Super Resolution|Upscale the resolution and enhance details in the images|
+|Image Super Resolution|Upscale the resolution and enhance details in the images.|
 
 ### **Natural Language Understanding(NLU)**
 |    **Feature Name**   | **Description**    |
 |--------------|-------------|
-|Text Similarity|Compare two Chinese words or sentences and return similarity score|
+|Text Similarity|Compare two Chinese words or sentences and return similarity score.|
 
 
 
diff --git a/docs/en-branded/deploy-image-super-resolution.md b/docs/en-branded/deploy-image-super-resolution.md
@@ -5,7 +5,7 @@ feature_endpoint: image_super_resolution
 deployment_time: 25 Minutes
 destroy_time: 20 Minutes
 sample_image: Image URL address
-feature_description: Upscale the resolution and enhance details in the images.
+feature_description: Upscale the resolution and enhance details in the images..
 feature_scenario: Applicable to converting original image assets into high resolution images.
 ---
 
diff --git a/docs/en-branded/deploy-text-similarity.md b/docs/en-branded/deploy-text-similarity.md
@@ -5,7 +5,7 @@ feature_endpoint: text_similarity
 deployment_time: 15 Minutes
 destroy_time: 10 Minutes
 sample_image: Image URL address
-feature_description: Compare two Chinese words or sentences and return similarity score.
+feature_description: Compare two Chinese words or sentences and return similarity score..
 feature_scenario: Applicable to search engines, recommendation systems, machine translation, automatic response, named entity recognition, spelling error correction and other scenarios.
 ---
 
diff --git a/docs/en-branded/index.md b/docs/en-branded/index.md
@@ -10,35 +10,35 @@ The table below lists the supported APIs. You can click the **Details** link to
 ### Optical Character Recognition (OCR)
 |    **API Name**   | **Description**    | API |
 |--------------|------------|-------------|
-|General OCR (Simplified Chinese)|Recognize and extract Simplified Chinese, numbers, alphabetical characters and symbols from images, and return information such as coordinates and confidence.|[Details](deploy-general-ocr.md)|
-|General OCR (Traditional Chinese)|Recognize and extract Traditional Chinese, numbers, alphabetical characters and symbols from images, and return information such as coordinates and confidence.|[Details](deploy-general-ocr-traditional.md)|
-|Custom OCR|Recognize and extract structured text by predefined OCR templates.|[Details](deploy-custom-ocr.md)|
+|General OCR (Simplified Chinese)|Recognize and extract Simplified Chinese, numbers, alphabetical characters and symbols. Return the information such as text or coordinates.|[Details](deploy-general-ocr.md)|
+|General OCR (Traditional Chinese)|Recognize and extract Traditional Chinese, numbers, alphabetical characters and symbols from images. Return the information such as text or coordinates.|[Details](deploy-general-ocr-traditional.md)|
+|Custom OCR|You can customize the OCR template, extract the structured text information in cards and tickets, and display the results in the key-value format.|[Details](deploy-custom-ocr.md)|
 |Car License Plate|Recognize text on Chinese car license plate.|[Details](deploy-car-license-plate.md)|
 
 ### Face and Body
 |    **API Name**   | **Description**    | API |
 |--------------|------------|-------------|
-|Face Detection|Detect the face in an image and return coordinate information of the face.|[Details](deploy-face-detection.md)|
+|Face Detection|Detect the face in an image, and map the detected facial features and contour key point information to 64 vector coordinates.|[Details](deploy-face-detection.md)|
 |Face Comparison|Compare two faces of the same person and return a confidence score of the similarity.|[Details](deploy-face-comparison.md)|
-|Human Attribute Recognition |Recognize the attributes of the human body in an image, such as gender and age.|[Details](deploy-human-attribute-recognition.md)|
-|Human Image Segmentation|Segment human bodies from the image background.|[Details](deploy-human-image-segmentation.md)|
+|Human Attribute Recognition |Recognize the attributes of the human body in the image, and return the human body position coordinates and attribute analysis in each area, such as the semantic information of 16 attributes such as gender, age, and clothing.|[Details](deploy-human-attribute-recognition.md)|
+|Human Image Segmentation|Segment human bodies from background and return the alpha channel which is a color component representing the degree of transparency of a color..|[Details](deploy-human-image-segmentation.md)|
 
 ### Image Understanding
 |    **API Name**   | **Description**    | API |
 |--------------|------------|-------------|
-|Image Similarity|Compare two images and return similarity score.|[Details](deploy-text-similarity.md)|
-|Object Recognition|Recognize objects and scenes in an image and return confidence score for each object or scene.|[Details](deploy-object-recognition.md)|
+|Image Similarity|Compare two images by calculating the cosine distance from the image feature vector and converting it into confidence, and return similarity score.|[Details](deploy-text-similarity.md)|
+|Object Recognition|Recognize objects in the image and return the region information and confidence score for each object. 300 types of objects are supported.|[Details](deploy-object-recognition.md)|
 |Pornography Detection|Detect pornographic image in three dimensions (normal, sexy, porn) and return confidence scores.|[Details](deploy-pornography-detection.md)|
 
 ### Vision Production
 |    **API Name**   | **Description**    | API |
 |--------------|------------|-------------|
-|Image Super Resolution|Upscale the resolution and enhance details in the images|[Details](deploy-image-super-resolution.md)|
+|Image Super Resolution|Upscale the resolution and enhance details in the images.|[Details](deploy-image-super-resolution.md)|
 
 ### Natural Language Understanding (NLU)
 |    **API Name**   | **Description**    | API |
 |--------------|------------|-------------|
-|Text Similarity|Compare two Chinese words or sentences and return similarity score|[Details](deploy-text-similarity.md)|
+|Text Similarity|Compare two Chinese words or sentences and return similarity score.|[Details](deploy-text-similarity.md)|
 
 
 This implementation guide describes architectural considerations and configuration steps for deploying AI Solution Kit in the Amazon Web Services cloud. It includes links to CloudFormation templates that launches and configures the Amazon services required to deploy this solution using Amazon Web Services best practices for security and availability.
diff --git a/docs/en/deploy-image-super-resolution.md b/docs/en/deploy-image-super-resolution.md
@@ -5,7 +5,7 @@ feature_endpoint: image_super_resolution
 deployment_time: 25 Minutes
 destroy_time: 20 Minutes
 sample_image: Image URL address
-feature_description: Upscale the resolution and enhance details in the images.
+feature_description: Upscale the resolution and enhance details in the images..
 feature_scenario: Applicable to converting original image assets into high resolution images.
 ---
 
diff --git a/docs/en/deploy-text-similarity.md b/docs/en/deploy-text-similarity.md
@@ -5,7 +5,7 @@ feature_endpoint: text_similarity
 deployment_time: 15 Minutes
 destroy_time: 10 Minutes
 sample_image: Image URL address
-feature_description: Compare two Chinese words or sentences and return similarity score.
+feature_description: Compare two Chinese words or sentences and return similarity score..
 feature_scenario: Applicable to search engines, recommendation systems, machine translation, automatic response, named entity recognition, spelling error correction and other scenarios.
 ---
 
diff --git a/docs/en/index.md b/docs/en/index.md
@@ -10,35 +10,35 @@ The table below lists the supported APIs. You can click the **Details** link to
 ### Optical Character Recognition (OCR)
 |    **API Name**   | **Description**    | API |
 |--------------|------------|-------------|
-|General OCR (Simplified Chinese)|Recognize and extract Simplified Chinese, numbers, alphabetical characters and symbols from images, and return information such as coordinates and confidence.|[Details](deploy-general-ocr.md)|
-|General OCR (Traditional Chinese)|Recognize and extract Traditional Chinese, numbers, alphabetical characters and symbols from images, and return information such as coordinates and confidence.|[Details](deploy-general-ocr-traditional.md)|
-|Custom OCR|Recognize and extract structured text by predefined OCR templates.|[Details](deploy-custom-ocr.md)|
+|General OCR (Simplified Chinese)|Recognize and extract Simplified Chinese, numbers, alphabetical characters and symbols. Return the information such as text or coordinates.|[Details](deploy-general-ocr.md)|
+|General OCR (Traditional Chinese)|Recognize and extract Traditional Chinese, numbers, alphabetical characters and symbols from images. Return the information such as text or coordinates.|[Details](deploy-general-ocr-traditional.md)|
+|Custom OCR|You can customize the OCR template, extract the structured text information in cards and tickets, and display the results in the key-value format.|[Details](deploy-custom-ocr.md)|
 |Car License Plate|Recognize text on Chinese car license plate.|[Details](deploy-car-license-plate.md)|
 
 ### Face and Body
 |    **API Name**   | **Description**    | API |
 |--------------|------------|-------------|
-|Face Detection|Detect the face in an image and return coordinate information of the face.|[Details](deploy-face-detection.md)|
+|Face Detection|Detect the face in an image, and map the detected facial features and contour key point information to 64 vector coordinates.|[Details](deploy-face-detection.md)|
 |Face Comparison|Compare two faces of the same person and return a confidence score of the similarity.|[Details](deploy-face-comparison.md)|
-|Human Attribute Recognition |Recognize the attributes of the human body in an image, such as gender and age.|[Details](deploy-human-attribute-recognition.md)|
-|Human Image Segmentation|Segment human bodies from the image background.|[Details](deploy-human-image-segmentation.md)|
+|Human Attribute Recognition |Recognize the attributes of the human body in the image, and return the human body position coordinates and attribute analysis in each area, such as the semantic information of 16 attributes such as gender, age, and clothing.|[Details](deploy-human-attribute-recognition.md)|
+|Human Image Segmentation|Segment human bodies from background and return the alpha channel which is a color component representing the degree of transparency of a color..|[Details](deploy-human-image-segmentation.md)|
 
 ### Image Understanding
 |    **API Name**   | **Description**    | API |
 |--------------|------------|-------------|
-|Image Similarity|Compare two images and return similarity score.|[Details](deploy-text-similarity.md)|
-|Object Recognition|Recognize objects and scenes in an image and return confidence score for each object or scene.|[Details](deploy-object-recognition.md)|
+|Image Similarity|Compare two images by calculating the cosine distance from the image feature vector and converting it into confidence, and return similarity score.|[Details](deploy-text-similarity.md)|
+|Object Recognition|Recognize objects in the image and return the region information and confidence score for each object. 300 types of objects are supported.|[Details](deploy-object-recognition.md)|
 |Pornography Detection|Detect pornographic image in three dimensions (normal, sexy, porn) and return confidence scores.|[Details](deploy-pornography-detection.md)|
 
 ### Vision Production
 |    **API Name**   | **Description**    | API |
 |--------------|------------|-------------|
-|Image Super Resolution|Upscale the resolution and enhance details in the images|[Details](deploy-image-super-resolution.md)|
+|Image Super Resolution|Upscale the resolution and enhance details in the images.|[Details](deploy-image-super-resolution.md)|
 
 ### Natural Language Understanding (NLU)
 |    **API Name**   | **Description**    | API |
 |--------------|------------|-------------|
-|Text Similarity|Compare two Chinese words or sentences and return similarity score|[Details](deploy-text-similarity.md)|
+|Text Similarity|Compare two Chinese words or sentences and return similarity score.|[Details](deploy-text-similarity.md)|
 
 
 This implementation guide describes architectural considerations and configuration steps for deploying AI Solution Kit in the AWS cloud. It includes links to CloudFormation templates that launches and configures the AWS services required to deploy this solution using AWS best practices for security and availability.
