YOLO brand detection for sponsor analytics
DosBro — YOLOv4 framework processing 300K+ social images/month for brand detection (89% mAP).
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Deep SORT brand tracking in video
DosBro — containerized Deep SORT tracking for real-time brand exposure across 1M+ video frames/week.
Clinical progress note understanding
Northeastern — BERT and ClinicalBERT on MIMIC-III for assessment-and-plan reasoning in clinical notes (Macro F1 0.78).
On-device disaster scene parsing
Northeastern — Hazard View Bird: EfficientNet-B0 segmentation for 14 disaster damage types, deployed on Jetson.
EEG analysis for harmful brain activity
Northeastern — CNN framework on EEG spectrograms for detecting harmful brain activity (81.9% accuracy with EfficientNetB2).
Cross-platform engagement forecasting
DosBro — LSTM + XGBoost hybrid model for user engagement prediction (+15% accuracy vs. baseline).
Multimodal GIF reply recommendation
NMIMS — VINVL-based system matching tweets to GIF replies from 1.5M tweets and 115K GIFs (80%+ accuracy).
Heart failure prediction with ensemble ML
NMIMS — ensemble classifiers on Framingham Heart Study data (85.2% accuracy); published at IEEE CONIT 2021.
JioTV content summarization pipeline
DosBro — BERT/T5 summarization for JioTV companion apps (ROUGE-L 0.88, 45% faster editorial workflows).
Multilingual question answering for media
DosBro — PyTorch QA system supporting dynamic content queries in three Indian languages (+30% engagement).
AI proctoring for online exams
Pheme Software — LMS-integrated exam system with facial recognition proctoring (95% misconduct detection accuracy).
Pneumonia detection with transfer learning
NMIMS — transfer learning on chest X-rays with custom preprocessing (97.4% recall); published at IEEE ICAIS 2021.