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16 changes: 8 additions & 8 deletions ...- Introduction to Computer Vision/Module 1 - Introduction to Computer Vision.md
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Expand Up @@ -22,7 +22,7 @@ Computer vision is making significant waves in various industries due to its abi
- **Scalability**: Enabling scalable solutions for various applications.
#### Groundbreaking Change
Self-driving cars are a notable example of computer vision's impact, automating driving and potentially saving lives.
![image.png](https://prod-files-secure.s3.us-west-2.amazonaws.com/03e82b26-cccb-4906-bb56-adabcbdc0655/d2ff3738-322b-4bed-b884-e286566efb94/image.png?X-Amz-Algorithm=AWS4-HMAC-SHA256&X-Amz-Content-Sha256=UNSIGNED-PAYLOAD&X-Amz-Credential=AKIAT73L2G45GO43JXI4%2F20241118%2Fus-west-2%2Fs3%2Faws4_request&X-Amz-Date=20241118T211240Z&X-Amz-Expires=3600&X-Amz-Signature=4260744b79d76f55420a305122f9a643108f7a5a52b29c7fef50144bf05786c3&X-Amz-SignedHeaders=host&x-id=GetObject)
![image.png](https://prod-files-secure.s3.us-west-2.amazonaws.com/03e82b26-cccb-4906-bb56-adabcbdc0655/d2ff3738-322b-4bed-b884-e286566efb94/image.png?X-Amz-Algorithm=AWS4-HMAC-SHA256&X-Amz-Content-Sha256=UNSIGNED-PAYLOAD&X-Amz-Credential=AKIAT73L2G45GO43JXI4%2F20241118%2Fus-west-2%2Fs3%2Faws4_request&X-Amz-Date=20241118T221449Z&X-Amz-Expires=3600&X-Amz-Signature=073d76ae8b3f0ad668fa7fdef1a4708d73184eb4f4db2deea4787a5f1db93936&X-Amz-SignedHeaders=host&x-id=GetObject)
### Applications Across Industries
Computer vision has transformative applications in multiple sectors, including:
- **Automotive**
Expand All @@ -32,10 +32,10 @@ Computer vision has transformative applications in multiple sectors, including:
- **Healthcare**
#### Case Study: ADNOC
ADNOC (Abu Dhabi National Oil Company) produces around 3 million barrels of oil and 10.5 billion cubic feet of raw gas daily. Traditionally, classifying rock samples was labor-intensive. By using IBM Watson for analyzing high-resolution rock images, ADNOC can classify up to 25,000 thin-section rock images per day, significantly saving time and resources.
![merlin_190903830_f0aa9789-8002-4443-889b-cf52a2291890-articleLarge.webp](https://prod-files-secure.s3.us-west-2.amazonaws.com/03e82b26-cccb-4906-bb56-adabcbdc0655/00c2a896-0042-4cbe-a1e6-6bcda9bea64c/merlin_190903830_f0aa9789-8002-4443-889b-cf52a2291890-articleLarge.webp?X-Amz-Algorithm=AWS4-HMAC-SHA256&X-Amz-Content-Sha256=UNSIGNED-PAYLOAD&X-Amz-Credential=AKIAT73L2G45GO43JXI4%2F20241118%2Fus-west-2%2Fs3%2Faws4_request&X-Amz-Date=20241118T211240Z&X-Amz-Expires=3600&X-Amz-Signature=bbbd68762118af2840bab30a97fbb4cabf119b1ea884371f2d7c12dcbe898fb3&X-Amz-SignedHeaders=host&x-id=GetObject)
![merlin_190903830_f0aa9789-8002-4443-889b-cf52a2291890-articleLarge.webp](https://prod-files-secure.s3.us-west-2.amazonaws.com/03e82b26-cccb-4906-bb56-adabcbdc0655/00c2a896-0042-4cbe-a1e6-6bcda9bea64c/merlin_190903830_f0aa9789-8002-4443-889b-cf52a2291890-articleLarge.webp?X-Amz-Algorithm=AWS4-HMAC-SHA256&X-Amz-Content-Sha256=UNSIGNED-PAYLOAD&X-Amz-Credential=AKIAT73L2G45GO43JXI4%2F20241118%2Fus-west-2%2Fs3%2Faws4_request&X-Amz-Date=20241118T221449Z&X-Amz-Expires=3600&X-Amz-Signature=510ee53bcbf884c453758d4c3d6332b789897a78767db0f2aac78d43dc944a62&X-Amz-SignedHeaders=host&x-id=GetObject)
#### Case Study: Knockri
In the HR sector, Knockri, a Canadian startup, is revolutionizing hiring with an AI video soft skill assessment tool. By leveraging computer vision, machine learning, and data science, Knockri quantifies soft skills and assists in early candidate assessments, streamlining the hiring process for large companies.
![image.png](https://prod-files-secure.s3.us-west-2.amazonaws.com/03e82b26-cccb-4906-bb56-adabcbdc0655/4f485c63-f28c-48ae-b5ae-758411aae60b/image.png?X-Amz-Algorithm=AWS4-HMAC-SHA256&X-Amz-Content-Sha256=UNSIGNED-PAYLOAD&X-Amz-Credential=AKIAT73L2G45GO43JXI4%2F20241118%2Fus-west-2%2Fs3%2Faws4_request&X-Amz-Date=20241118T211240Z&X-Amz-Expires=3600&X-Amz-Signature=e00195061aa2348af35214c164c6fdb89c868ef28716630a172a6a7e900f2ae2&X-Amz-SignedHeaders=host&x-id=GetObject)
![image.png](https://prod-files-secure.s3.us-west-2.amazonaws.com/03e82b26-cccb-4906-bb56-adabcbdc0655/4f485c63-f28c-48ae-b5ae-758411aae60b/image.png?X-Amz-Algorithm=AWS4-HMAC-SHA256&X-Amz-Content-Sha256=UNSIGNED-PAYLOAD&X-Amz-Credential=AKIAT73L2G45GO43JXI4%2F20241118%2Fus-west-2%2Fs3%2Faws4_request&X-Amz-Date=20241118T221449Z&X-Amz-Expires=3600&X-Amz-Signature=f4899521ec38cb3aaedf7e1b75d4b82a63e40ffdabc2faad95dc5f6150973eb0&X-Amz-SignedHeaders=host&x-id=GetObject)
### Summary
Computer vision is rapidly transforming industries by enhancing automation, cost-efficiency, and scalability. Its applications are broad, impacting everything from oil classification to hiring processes.
___
Expand All @@ -44,7 +44,7 @@ ___
In this section, we explore various applications of computer vision and discuss how you can develop your own applications.
### Searching Through Videos
One common challenge is searching through videos to find specific scenes. Traditionally, this requires fast-forwarding and manual searching. IBM has addressed this by tagging videos with keywords based on the objects present in each scene.
![image.png](https://prod-files-secure.s3.us-west-2.amazonaws.com/03e82b26-cccb-4906-bb56-adabcbdc0655/6611b4b5-7716-4238-9394-371b7f97dd8d/image.png?X-Amz-Algorithm=AWS4-HMAC-SHA256&X-Amz-Content-Sha256=UNSIGNED-PAYLOAD&X-Amz-Credential=AKIAT73L2G45GO43JXI4%2F20241118%2Fus-west-2%2Fs3%2Faws4_request&X-Amz-Date=20241118T211240Z&X-Amz-Expires=3600&X-Amz-Signature=6457c5de41aed41e18e8e9097ba74dccde06bf4137e1755c83d6cd2bb14871b2&X-Amz-SignedHeaders=host&x-id=GetObject)
![image.png](https://prod-files-secure.s3.us-west-2.amazonaws.com/03e82b26-cccb-4906-bb56-adabcbdc0655/6611b4b5-7716-4238-9394-371b7f97dd8d/image.png?X-Amz-Algorithm=AWS4-HMAC-SHA256&X-Amz-Content-Sha256=UNSIGNED-PAYLOAD&X-Amz-Credential=AKIAT73L2G45GO43JXI4%2F20241118%2Fus-west-2%2Fs3%2Faws4_request&X-Amz-Date=20241118T221449Z&X-Amz-Expires=3600&X-Amz-Signature=b5cbe3016bf8ae073c7cfa48b19c33776890bdf1486dc420967c1d5f41118867&X-Amz-SignedHeaders=host&x-id=GetObject)
### Security and Object Recognition
Imagine a security company needing to find a suspect in a blue van among hours of footage. With computer vision and object recognition, this task becomes manageable and efficient, eliminating the need for extensive manual searching.
### Maintenance of Electric Towers
Expand All @@ -56,7 +56,7 @@ By dividing high-resolution images into smaller segments, you can develop custom
- **Grade 1 Rust**: Minimal rust
- **Grade 6 Rust**: Severe rust
This approach can save significant costs for industries like insurance by automating the analysis of thousands or millions of images.
![image.png](https://prod-files-secure.s3.us-west-2.amazonaws.com/03e82b26-cccb-4906-bb56-adabcbdc0655/16d9e2cd-921b-4673-9544-fd20224f176c/image.png?X-Amz-Algorithm=AWS4-HMAC-SHA256&X-Amz-Content-Sha256=UNSIGNED-PAYLOAD&X-Amz-Credential=AKIAT73L2G45GO43JXI4%2F20241118%2Fus-west-2%2Fs3%2Faws4_request&X-Amz-Date=20241118T211240Z&X-Amz-Expires=3600&X-Amz-Signature=8c5204f5265919c85d1903259e1356b5b8b37a3f40ea4f66edd95748f6b5e891&X-Amz-SignedHeaders=host&x-id=GetObject)
![image.png](https://prod-files-secure.s3.us-west-2.amazonaws.com/03e82b26-cccb-4906-bb56-adabcbdc0655/16d9e2cd-921b-4673-9544-fd20224f176c/image.png?X-Amz-Algorithm=AWS4-HMAC-SHA256&X-Amz-Content-Sha256=UNSIGNED-PAYLOAD&X-Amz-Credential=AKIAT73L2G45GO43JXI4%2F20241118%2Fus-west-2%2Fs3%2Faws4_request&X-Amz-Date=20241118T221450Z&X-Amz-Expires=3600&X-Amz-Signature=80064c9a4620e4e710d50efb4da702040f2d217425c64fd4b69480bfab2d099b&X-Amz-SignedHeaders=host&x-id=GetObject)
### Insurance Claims Processing
Computer vision can also streamline the processing of insurance claims by automatically classifying damage, such as hail or ice pellet damage from storms. This improves efficiency and accuracy, reducing the time and cost associated with claim processing.
### Summary
Expand All @@ -67,13 +67,13 @@ ___
This section covers recent advancements and ongoing research in the field of computer vision over the past decade.
### Object Detection
Researchers at Facebook are focusing on detecting objects in images. Accurate and efficient object detection is crucial for making meaningful inferences from images and video streams. This capability is particularly important for applications such as self-driving cars, where real-time object detection from camera feeds is necessary to avoid obstacles and prevent collisions.
![image.png](https://prod-files-secure.s3.us-west-2.amazonaws.com/03e82b26-cccb-4906-bb56-adabcbdc0655/4abd25e4-e758-4223-b0a0-c40adde5fd3d/image.png?X-Amz-Algorithm=AWS4-HMAC-SHA256&X-Amz-Content-Sha256=UNSIGNED-PAYLOAD&X-Amz-Credential=AKIAT73L2G45GO43JXI4%2F20241118%2Fus-west-2%2Fs3%2Faws4_request&X-Amz-Date=20241118T211240Z&X-Amz-Expires=3600&X-Amz-Signature=29c7257a922590180a2795e2db50451038de5674b23d81529055a4b8d61e4ab5&X-Amz-SignedHeaders=host&x-id=GetObject)
![image.png](https://prod-files-secure.s3.us-west-2.amazonaws.com/03e82b26-cccb-4906-bb56-adabcbdc0655/4abd25e4-e758-4223-b0a0-c40adde5fd3d/image.png?X-Amz-Algorithm=AWS4-HMAC-SHA256&X-Amz-Content-Sha256=UNSIGNED-PAYLOAD&X-Amz-Credential=AKIAT73L2G45GO43JXI4%2F20241118%2Fus-west-2%2Fs3%2Faws4_request&X-Amz-Date=20241118T221450Z&X-Amz-Expires=3600&X-Amz-Signature=bb819322e0452a6755be67d6ec8f4beddaec585927ee1e045e863f05680c8afb&X-Amz-SignedHeaders=host&x-id=GetObject)
### Image to Image Translation
Image to image translation involves converting an image from one representation to another. For example, transforming an image of a horse into a zebra or changing the scene of an image from summer to winter. Researchers at UC Berkeley are working on techniques for this kind of transformation, allowing for significant modifications in image content.
![image.png](https://prod-files-secure.s3.us-west-2.amazonaws.com/03e82b26-cccb-4906-bb56-adabcbdc0655/f4c69140-8edb-4b9c-9a3e-3ea01fdcda90/image.png?X-Amz-Algorithm=AWS4-HMAC-SHA256&X-Amz-Content-Sha256=UNSIGNED-PAYLOAD&X-Amz-Credential=AKIAT73L2G45GO43JXI4%2F20241118%2Fus-west-2%2Fs3%2Faws4_request&X-Amz-Date=20241118T211240Z&X-Amz-Expires=3600&X-Amz-Signature=da9eb1d163b53f9dee7df3cd134a07a4b31ccaf51c835fa8f76039ff4d28326b&X-Amz-SignedHeaders=host&x-id=GetObject)
![image.png](https://prod-files-secure.s3.us-west-2.amazonaws.com/03e82b26-cccb-4906-bb56-adabcbdc0655/f4c69140-8edb-4b9c-9a3e-3ea01fdcda90/image.png?X-Amz-Algorithm=AWS4-HMAC-SHA256&X-Amz-Content-Sha256=UNSIGNED-PAYLOAD&X-Amz-Credential=AKIAT73L2G45GO43JXI4%2F20241118%2Fus-west-2%2Fs3%2Faws4_request&X-Amz-Date=20241118T221450Z&X-Amz-Expires=3600&X-Amz-Signature=736d25340f88868993e80158826c7a8e1a38b4b95a8a406b86683260a193f093&X-Amz-SignedHeaders=host&x-id=GetObject)
### Motion Transfer
The "Everybody Dance Now" project demonstrates computer vision techniques for motion transfer. This project allows the dance moves of a person in a video to be transferred to another person, enabling the target to perform the same dance moves as the original subject.
![image.png](https://prod-files-secure.s3.us-west-2.amazonaws.com/03e82b26-cccb-4906-bb56-adabcbdc0655/e5b2060e-a889-4469-90bd-3920e03b6e3d/image.png?X-Amz-Algorithm=AWS4-HMAC-SHA256&X-Amz-Content-Sha256=UNSIGNED-PAYLOAD&X-Amz-Credential=AKIAT73L2G45GO43JXI4%2F20241118%2Fus-west-2%2Fs3%2Faws4_request&X-Amz-Date=20241118T211240Z&X-Amz-Expires=3600&X-Amz-Signature=f540dbf7fe7346712adc22f36112ef401e63351478a937caf723fe69553306f0&X-Amz-SignedHeaders=host&x-id=GetObject)
![image.png](https://prod-files-secure.s3.us-west-2.amazonaws.com/03e82b26-cccb-4906-bb56-adabcbdc0655/e5b2060e-a889-4469-90bd-3920e03b6e3d/image.png?X-Amz-Algorithm=AWS4-HMAC-SHA256&X-Amz-Content-Sha256=UNSIGNED-PAYLOAD&X-Amz-Credential=AKIAT73L2G45GO43JXI4%2F20241118%2Fus-west-2%2Fs3%2Faws4_request&X-Amz-Date=20241118T221450Z&X-Amz-Expires=3600&X-Amz-Signature=59a6d35283e70a66bef252ceac899345cab0e5985995a1102346fb67632169b7&X-Amz-SignedHeaders=host&x-id=GetObject)
### Summary
Recent research in computer vision includes advancements in object detection, image to image translation, and motion transfer. These innovations are enhancing the capabilities of computer vision systems and expanding their applications in various domains.
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