11-785 Introduction to Deep Learning

Fall 2020 Project Gallery

Meta-Learning in Manipulation
Multi-SAP Adversarial Defense for Deep Neural Networks
Game Theory For Adversarial Attacks And Defenses
Multi-modal Image Cartoonization
A Walk to Remember: Trajectory Prediction using Recurrent Networks 🚶‍♂️
Adversarial Defense Using Generative Adversarial Networks
Generating Accurate Human Face Sketches from Text Descriptions
Makeup Transfer with Pose and Expression Robust
AlphaQuantum: Mastering the game of Quantum Tic Tac Toe without human knowledge
Deep Contextualized Term Weighting for Ad-Hoc Document Retrieval
Quantum Tic Tac Toe
Game Theoretic Approaches to Adversarial Attacks and Defenses
Long-term Joint Trajectory and Action Prediction with Intention Recognition
Ensemble-based adversarial defense
Study on Layer-wise Divergence Control Mechanism against Adversarial Attacks
Tackle Multimodal QA with Multi-Stage Information Fusion
Triple Defense Against Adversarial Attacks
Real Time Road Scenes Semantic Segmentation
Exploring Feature extraction process in WSJ ASR Task
Disparity Estimation in Stereo Images
Whole-Document Embedding and Classification for the Clinical Domain
Stereo Analysis using Low Texture Thermal Data
Semi-supervised learning for better pedestrian detection in thermal images
Optimization of ESPnet Feature Extraction
Deep Learning Approaches to Antibiotic Classification
A GPT2 based Limerick Generator
Anchor-free Object Detection using Multi-Level Feature Pyramids
Semantic Segmentation for Urban-Scene Images
COVID-GAN - Augmenting COVID-19 Diagnostic Data using Hybrid VAE-GANs
Adversarial attacks defenses via Modeled random noises
Bitcoin Price Prediction using Sentiment and Historical Price
Unsupervised Anomaly Detection in Electrocardiograph Time Series Data Using Variational Recurrent Autoencoders with Attention, and Transformer
End to End Question Answering
Traffic Accident Detection via Deep Learning
Network Intrusion Detection Using GANs
Accelerating Faster R-CNN
To Approximate or Not to Approximate: Backpropagation in Spiking Neural Networks
Age estimation from speech using Deep Learning techniques
Meme Caption Captioning
Pedestrian Activity Recognition
Multimodal Memex Question Answering
Algorithmic Music Composition: GAN based Melody Generation
Using Differentiable WFSTs in ESPnet
Chinese Poetry Generator
Spatiotemporal Action Recognition in Videos
Single image super-resolution with deep neural networks


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