Indoor Scene Recognition and Understanding

To train the machines in such a way that they could have sense and detect the objects, classifying by using multi-label classification. To show the functionalities, usability, status, and prediction about objects usage. Also clarifying the object?s nature, type and capacity by using technique of ind

2025-06-28 16:27:48 - Adil Khan

Project Title

Indoor Scene Recognition and Understanding

Project Area of Specialization Artificial IntelligenceProject Summary

To train the machines in such a way that they could have sense and detect the objects, classifying by using multi-label classification. To show the functionalities, usability, status, and prediction about objects usage. Also clarifying the object’s nature, type and capacity by using technique of indoor image classification.

Project Objectives

The main objectives are: 

To recognize and understand that the indoor system is currently avaible or able for using or not, like Chair is able for sitting or broken.

It must shows that which objects are looking suspecious or not indoor of system.

It helps in security issues, like continuiosly monitroring the system that what is happening arround right or wrong.  

It must detect and understand the capacity of people that how many can have place for staying in a hall.

How many objects are there in a room and how many of them are working properly and how many are out of order.

 Further more objects are:

With the help of ''scene understanding'' all forces will be facilitated for their security and safety related problems. Suppose enemies are trying to fix bombs for crashing opposite force at fixed places. it might be land mining bombs etc. So before going on said site, computer will checkout all such objects and clarify it for further processes.

It can also use for monitoring patients in hospitals all the time. 

Project Implementation Method

We will use Extreme project management method (XPM) which is used to implement project by planning along with an open approach, reducing formalism, and deterministic management. This project implementation method focuses on the human factor instead of formal methods and rigid phases of project management.

Along with Extreme project management method (XPM), We will follow Agile, the common project management methodology based on fast, continuous improvement. This strategy has been adopted by all types of teams and industries. Agile uses sprints, which are short project cycles, to continually release enhancements to products or services. The flexibility of sprints allows for last-minute changes and can result in a higher quality deliverable. Agile is best suited for project teams that need flexibility and speed (in comparison to Waterfall, which is ideal for teams that need a clear, fixed plan).

Benefits of the Project

Our project will analyse the situation, understand the scene, and take necessarily actions and decisions accordingly just like real human.

Our project will be most beneficial in the most of the areas like military (will give awareness to the team against enemies' plans by analysing and understanding the scene), hospitals (by continuously monitoring the patients condition specially patients admitted in ICU wards, and generate alarming situation to inform the doctors.), traffic signals ( An alarming situation will be created in case if any person tries to break the signals.), To detect fracture in bone or a building, industry automation, self driving cars, robotics, etc.

Technical Details of Final Deliverable

Our project will be implemented in smart phones, robots, cctv cameras, auto mobiles, medical imaging devices etc. 

Final Deliverable of the Project Software SystemCore Industry ITOther Industries Medical , Agriculture , Manufacturing , Transportation , Others , Security Core Technology Artificial Intelligence(AI)Other Technologies Internet of Things (IoT), RoboticsSustainable Development Goals Industry, Innovation and Infrastructure, Climate ActionRequired Resources
Item Name Type No. of Units Per Unit Cost (in Rs) Total (in Rs)
Total in (Rs) 75449
GPU (8 GB) Equipment16544965449
Thesis (Stationary+Printing) Miscellaneous 4250010000

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