IDL 11-785 Spring 2025 Projects

Below is a table listing the projects along with their reports and videos.

Project Title Report Video
Can backward models improve citation? Download Report Watch Video
Dual-Objective Diffusion Models for EEG Download Report Watch Video
Wav2EEG: A unified representation for EEG signals Download Report Watch Video
LeanLLaMA: Balancing Compression and Performance Download Report Watch Video
Graph-Driven Surrogate Models for Efficient Fluid Flow Prediction Download Report Watch Video
Silent-speech prediction with Deep Learning methods Download Report Watch Video
Fine-tuning CLIP4Clip: Efficiency and Optimization for Video-Text Retrieval Download Report Watch Video
Graphormer: Enhancing GNNs with Self-Attention to Enable Global Feature Extraction for Image Classification Download Report Watch Video
Medical Reasoning with Distilled Models Download Report Watch Video
Speaker Verification with SALMONN-Lite Download Report Watch Video
Visualizing Malware Download Report Watch Video
Soft Robot Hand for Tactile Object Classification with Material Classification Download Report Watch Video
Adversarial Attack against AI Art Detectors Download Report Watch Video
Enhancing Long-Tail Item Recommendations with Large Language Models via Distillation and Alignment Download Report Watch Video
Localized Image Editing Download Report Watch Video
ProjeXion: Precision 3-D Modeling from 2-D Inputs Download Report Watch Video
Typing Reinvented: Towards Hands-Free Input via sEMG Download Report Watch Video
Image Restoration for Damaged Artworks Download Report Watch Video
Decoding Climate Extremes: A Deep Learning Approach Download Report Watch Video
Reinforcement Learning-Based Neural Architecture Search for Deepfake Voice Detection Download Report Watch Video
Causal Inference with Graphic Neural Network -- Application on Wildfire Prediction Download Report Watch Video
Accelerating SplaTAM for Dense RGB-D SLAM via Feature-Based Tracking and Adaptive Resolution Download Report Watch Video
Self-Correction in Lightweight LLMs for Coding Tasks Download Report Watch Video
Reflectance-Guided Deep Photometric Stereo Download Report Watch Video
Extending Fourier Number Embeddings to Language Models Download Report Watch Video
Predicting Song Similarity with Deep Learning Download Report Watch Video
Sparsification of CLIP using conceptual decomposition of images Download Report Watch Video
From Injection to Editing: Diffusion-Based Style Transfer Download Report Watch Video
SAIL-Distill: Search-Augmented Information Filtering Download Report Watch Video
Grad-CAM Supervision for Semantically Aligned GAN Image Generation Download Report Watch Video
Safeguarding Diffusion Models: Embedding SpaceDistortion for Robust NSFW Content Mitigation Download Report Watch Video
Efficient Music Genre Recognition Using ECAS-CNN Download Report Watch Video
Integrating Concept Embeddings into Vision-Language Models Download Report Watch Video
FinDe++ : A Novel Decoder-Only Model for Financial Forecasting Download Report Watch Video
Speech Emotion Recognition Using Deep Neural Networks Download Report Watch Video
Chinese Stock Market Prediction Using Hybrid Ensemble Model Download Report Watch Video
Stocksight: Deep Learning Your Way to Better Portfolios Download Report Watch Video
AI-Driven Crop Disease Detection and Sustainable Management Download Report Watch Video
EchoFrame: Capturing the Sound of Moments - Video2Audio Generation Download Report Watch Video
Four-Stage Alzheimer's Disease Classification Using ResNet-50 Architecture on MRI Data Download Report Watch Video
Long-Text Sentiment Analysis in Finance: Fine-Tuning FinGPT on Earnings Calls to Predict Stock Returns Download Report Watch Video
Evaluating the Robustness of Speaker Verification Models to Age Related Voice Changes Download Report Watch Video
Optimizing Large Language Models for Low-Resource Environments Using Knowledge Distillation Download Report Watch Video
TinyPointNeXt: Reducing Model Parameters for Efficient Dynamic Object Segmentation Download Report Watch Video
Fine-tuning and Quantization of DINOv2 Model Download Report Watch Video
Image Super Resolution Download Report Watch Video
Enhancing Modified VGG16 for Monkeypox Detection Download Report Watch Video
Multimodal QA for Research Papers Download Report Watch Video
3Ts_Model for Architectural design process Download Report Watch Video