World-of-AI
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adithya-s-k
[PROJECT PROPOSAL]
Project Request
Develop an AI system that can generate accurate and meaningful captions for images. The system will take an image as input and use computer vision techniques to understand the content of the image. It will then generate a descriptive caption that accurately represents the objects, actions, and context depicted in the image.
| Field | computer vision and NLP |
|---|---|
| About | AI system using computer vision and NLP techniques to produce caption for images provided as input |
| Github | sangu-firedev |
| [email protected] | |
| Label | Project Request |
https://github.com/sangu-firedev
Define You
- [x] GSSOC Participant
- [ ] Contributor
Project Name
AI image captioner
Description
An AI system which takes images as inputs and produces suitable captions. The model is trained on the dataset of images with human written captions. The project uses CNN models like ResNet or VGG to extract useful feautures from images, the extracted features is used as input for RNN models like LSTM or GRU which outputs sequences of words forming a caption. The generated output is evaluated using evaluation metrics like METEOR, BLEU or CIDEr measuring the quality and accuracy of captions, which helps in fine tuning the model. The model is deployed on streamlit with UI, where users can interact with the model and produce captions for their images.
Scope
objectives
- Develope a AI system which generates decriptive captions for images.
- Deploy the Model to upload images and receive captions instantly.
delivarables
- AI model to generate captions for images.
- source code for the project with documentation of implementation.
- application where users can interact with the model.
contraints
- The success of the projects depends upon the availability and quality of dataset.
Timeline
start date - the day project is assigned end date - 10th august.
GSSOC Participant Well I am working on this field and i would love to trained this model Assigned me So I showcase my potential ☺️❤️
i am intereted in this can you please assign it to me under gssoc
@sangu-firedev I have assigned this particular project to you under GSSOC 23. Will you be able to manage the project alone or would you like to collaborate with other contributors
All the best contributing if you have any doubts on the project structure feel free to contact me
@thestarsahil @samarthjain422005 guys I will be creating more beginner to expert level issues soon please keep an eye out for that.
@sangu-firedev I have assigned this particular project to you under GSSOC 23. Will you be able to manage the project alone or would you like to collaborate with other contributors
All the best contributing if you have any doubts on the project structure feel free to contact me
Thank you very much for assigning me this project. As of now I want to work alone in the project. Will contact you if I have any doubts.
@sangu-firedev so inorder to give equal opportunity to everyone you should finish atleast 75% of the work within a week let me know if that is possible
@sangu-firedev so inorder to give equal opportunity to everyone you should finish atleast 75% of the work within a week let me know if that is possible
This is a more advanced project. Might need more than a week. I'll try my best.
@sangu-firedev
just provide me a time line along the following format
- date - progress to be done
@sangu-firedev
just provide me a time line along the following format
- date - progress to be done
02/06/2023 - The entire project will be delivered.
is this project done because I want to work on it and I can complete it before 10th August.
