Completed Projects
Successfully Delivered Solutions
Proven AI Systems Making Real-World Impact
5 Completed Projects
Filter by Year:
Filter by Area:
Completed
DepTformer-XAI-SV
2025Trustworthy & Calibrated AI
- Problem + modality
- Depression emotion and severity classification from multimodal patient signals.
- Core method
- Reproducible explainable transformer pipeline with systematic ablations and a minimal Flask demo.
- Evaluation emphasis
- XAI faithfulness checks and reproducibility benchmarks (research use only).
PyTorchPythonFlaskDocker
Completed
Explainable Lung Cancer Diagnosis
2025Explainable Medical Image Intelligence
- Problem + modality
- Lung cancer diagnosis from CT scans and histopathology images.
- Core method
- Lightweight hybrid CNN–Transformer (MobileViT + CBAM attention + texture cues).
- Evaluation emphasis
- Grad-CAM explainability and robust cross-modality evaluation.
PyTorchMobileViTCBAMGrad-CAM
Completed
Multimodal Information Fusion
2025Multimodal Vision–Language Foundation Models
- Problem + modality
- Audio-visual object recognition from paired sound and image inputs.
- Core method
- Modular pipeline with hybrid, tensor, and FiLM-style fusion and flexible feature extraction.
- Evaluation emphasis
- Noise-robust training and fusion-strategy ablations.
PythonFiLM FusionXceptionxLSTM
Completed
CottonVerse
2025Efficient Hybrid Transformers for Edge Deployment
- Problem + modality
- Cotton leaf disease, fabric stain defects, and fabric composition from field and lab images.
- Core method
- Flask web application with efficient hybrid transformers and Grad-CAM overlays.
- Evaluation emphasis
- Probability calibration charts and visual explanation quality.
FlaskPyTorchtimmpytorch-grad-cam
Completed
SoyScan
2025Decision Support & Human-in-the-Loop AI
- Problem + modality
- Soybean leaf and seed disease classification from field-captured images.
- Core method
- MaxViT-based classifier with Grad-CAM heatmaps in a screening-oriented web app.
- Evaluation emphasis
- Probability visualization and practical workflow validation.
MaxViTFlaskPyTorchGrad-CAM
Showing all 5 projects