A multimodal system that detects hate speech in social media by fusing text and image signals.
RoBERTa predicts hate-speech probability from post text while CLIP does the same for the attached image. A weighted 60/40 fusion combines the two into a final decision, tested across both known and unseen datasets to check cross-domain generalisation.
Hateful posts increasingly split the payload across modalities — benign text with a hateful image, or the reverse. A text-only classifier passes them straight through.
Score text and image independently and fuse the two probabilities, so a post is judged on the combination a human actually sees rather than on one modality alone.
RoBERTa Text Classification
Predicts hate-speech probability from text content.
CLIP Image Classification
Predicts hate-speech probability from associated images.
Weighted Score Fusion
Combines text and image predictions (60/40 weighting) for a final decision.
Cross-Domain Evaluation
Tested on both known and unseen datasets.
Deep Learning
Fusion
Application
Post ingestion
Text and any attached image are extracted.
Text scoring
RoBERTa produces a hate-speech probability.
Image scoring
CLIP produces an independent probability.
Fusion
Scores are combined with 60/40 weighting.
Evaluation
Performance is checked on unseen datasets.
Every project is quoted individually, because the price depends on the modules you need, your technology stack, your college's format and your deadline. Send us the project name on WhatsApp and we'll share a quote the same day.
Yes. Share your guide's requirements, preferred technology stack and abstract format, and we adapt the modules, dataset or UI accordingly.
That is the point of the explanation session. We walk you through the architecture, every module, the flow of data and the results, and hand over a viva question bank with answers.
We help you with setup end to end — dependencies, environment, database and configuration — over chat or a call until it runs on your machine.
Yes. Post-delivery support is included, so you can come back for fixes, doubts or demo help even after the project is delivered.
Get complete source code, documentation, PPT, explanation, and support.
A secure, intelligent complaint management platform ensuring transparency, integrity, and automation.
Custom quote
Priced to your scope
An end-to-end interview preparation platform leveraging AI for realistic practice and evaluation.
Custom quote
Priced to your scope
An enterprise-grade analytics platform that predicts customer churn and secures customer insights on-chain.
Custom quote
Priced to your scope