PYTHON PROJECTS

Deep Learning Projects

Python-based deep learning projects are excellent for final year students pursuing BTech, BE, MTech, or ME degrees. These projects allow students to gain practical experience and showcase their skills to potential employers through proper documentation, plagiarism-free reports, and source code.

Deep Learning Projects

All Deep Learning Projects

Here the list of Popular Deep learning projects include image classification, natural language processing, recommendation systems, predictive analytics, sentiment analysis, and anomaly detection.

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S.NOPROJECT TITLES
PY4DL1WeDea A New EEG-based Framework for Emotion Recognition
PY4DL2Leveraging Deep Learning Techniques to Improve P300-Based Brain Computer Interfaces
PY4DL3Analysis of Classifier Training on Synthetic Data for Cross-Domain Datasets
PY4DL4Adversarial Evaluation of Autonomous Vehicles in Lane-Change Scenarios
PY4DL5DeepSPIO Super Paramagnetic Iron Oxide Particle Quantification using Deep Learning in Magnetic Resonance Imaging
PY4DL6Stroke Risk Prediction with Hybrid Deep Transfer Learning Framework
PY4DL7Real-Time Tracking Algorithm for Aerial Vehicles Using Improved Convolutional Neural Network and Transfer Learning
PY4DL8Confidence Estimation via Auxiliary Models
PY4DL9Private Facial Prediagnosis as an Edge Service for Parkinson's DBS Treatment Valuation
PY4DL10A Deep Learning Approach for Flight Delay Prediction through Time-Evolving Graphs
PY4DL11Exploring Human Mobility for Multi-pattern Passenger Prediction A Graph Learning Framework
PY4DL12Spatio-Contextual Deep Network Based Multimodal Pedestrian Detection For Autonomous Driving
PY4DL13BARNet Boundary Aware Refinement Network for Crack Detection
PY4DL14A Graph Convolutional Stacked Bidirectional Unidirectional-LSTM Neural Network for Metro Ridership Prediction
PY4DL15Physics-based Noise Modeling for Extreme Low-light Photography
PY4DL16Mining Data Impressions from Deep Models as Substitute for the Unavailable Training Data
PY4DL17Transferable Interactiveness Knowledge for Human-Object Interaction Detection
PY4DL18Deployment Optimization for Shared e-Mobility Systems with Multi-agent Deep Neural Search
PY4DL19Meta-Teacher For Face Anti-Spoofing
PY4DL20Data pre-processing using Neural Processes for Modelling Personalised Vital-Sign Time-Series Data
PY4DL21Improving the In-Hospital Mortality Prediction of Diabetes ICU Patients Using a Process Mining/Deep Learning Architecture
PY4DL22Deep Learning-Based Vehicle Behavior Prediction for Autonomous Driving Applications A Review
PY4DL23An End-to-End Multi-Task Learning Model for Drivable Road Detection via Edge Refinement and Geometric Deformation
PY4DL24SWNet A Deep Learning Based Approach for Splashed Water Detection on Road
PY4DL25Deep Reinforcement Learning for the Electric Vehicle Routing Problem with Time Windows
PY4DL26Traffic Signal Control Using End-to-End Off-Policy Deep Reinforcement Learning
PY4DL27Long-Term Urban Traffic Speed Prediction With Deep Learning on Graphs
PY4DL28Deep Hough Transform for Semantic Line Detection
PY4DL29HarMI Human Activity Recognition via Multi-Modality Incremental Learning
PY4DL30DeepMTS Deep Multi-task Learning for Survival Prediction in Patients with Advanced Nasopharyngeal Carcinoma using Pretreatment PETCT
PY4DL31Vehicles Detection for Smart Roads Applications on Board of Smart Cameras A Comparative Analysis
PY4DL32Software-Defined Vehicular Networks With Trust Management A Deep Reinforcement Learning Approach
PY4DL33An Iteratively Optimized Patch Label Inference Network for Automatic Pavement Distress Detection
PY4DL34Confidence-and-Refinement Adaptation Model for Cross-Domain Semantic Segmentation
PY4DL35Systematic Clinical Evaluation of a Deep Learning Method for Medical Image Segmentation Radiosurgery Application
PY4DL36Physics Informed Deep Reinforcement Learning for Aircraft Conflict Resolution
PY4DL37DPODv2 Dense Correspondence-Based 6 DoF Pose Estimation
PY4DL38Learning Deformable Image Registration from Optimization Perspective, Modules, Bilevel Training and Beyond
PY4DL39Towards End-to-End Text Spotting in Natural Scenes
PY4DL40Artificial Intelligence for Colonoscopy Past, Present, and Future
PY4DL41Exploring Spatial Significance via Hybrid Pyramidal Graph Network for Vehicle Re-Identification
PY4DL42Multi-level Attention Network for Retinal Vessel Segmentation
PY4DL43A Multi-Stream Feature Fusion Approach for Traffic Prediction
PY4DL44End-to-End Automatic Morphological Classification of Intracranial Pressure Pulse Waveforms Using Deep Learning
PY4DL45Interaction-Aware Spatio-Temporal Pyramid Attention Networks for Action Classification
PY4DL46Deep Reinforcement Learning for Intelligent Transportation Systems A Survey
PY4DL47Automatic Detection of Aortic Valve Events Using Deep Neural Networks on Cardiac Signals From Epicardially Placed Accelerometer
PY4DL48Detailed Avatar Recovery from Single Image
PY4DL49AutoAtlas Neural Network for 3D Unsupervised Partitioning and Representation Learning
PY4DL50A Graph-Based Temporal Attention Framework for Multi-Sensor Traffic Flow Forecasting
PY4DL51Mix-and-Interpolate A Training Strategy to Deal With Source-Biased Medical Data
PY4DL52Multiple Sclerosis Lesion Analysis in Brain Magnetic Resonance Images Techniques and Clinical Applications
PY4DL53Towards Accurate and Compact Architectures via Neural Architecture Transformer
PY4DL54Learning Multimodal Representations for Drowsiness Detection
PY4DL55Human Trajectory Forecasting in Crowds A Deep Learning Perspective
PY4DL56Attention in Attention Networks for Person Retrieval
PY4DL57Temporal Head Pose Estimation From Point Cloud in Naturalistic Driving Conditions
PY4DL58Predicting Appearance of Vehicles From Blind Spots Based on Pedestrian Behaviors at Crossroads
PY4DL59Semantic Segmentation for Free Space and Lane Based on Grid-Based Interest Point Detection
PY4DL60Space-Air-Ground Integrated Multi-domain Network Resource Orchestration based on Virtual Network Architecture a DRL Method
PY4DL61Distracted Driver Detection Based on a CNN With Decreasing Filter Size
PY4DL62Deep CNN, Body Pose and Body-Object Interaction Features for Drivers Activity Monitoring
PY4DL63An Explainable Transformer-Based Deep Learning Model for the Prediction of Incident Heart Failure
PY4DL64Train Time Delay Prediction for High-Speed Train Dispatching Based on Spatio-Temporal Graph Convolutional Network
PY4DL65Tufts Dental Database A Multimodal Panoramic X-Ray Dataset for Benchmarking Diagnostic Systems
PY4DL66Effective Training of Convolutional Neural Networks with Low-bitwidth Weights and Activations
PY4DL67Exploiting Deep Generative Prior for Versatile Image Restoration and Manipulation
PY4DL68Proposing Causal Sequence of Death by Neural Machine Translation in Public Health Informatics
PY4DL69Short-Term Traffic Flow Forecasting Method With M-B-LSTM Hybrid Network
PY4DL70Meta-Wrapper Differentiable Wrapping Operator for User Interest Selection in CTR Prediction
PY4DL71Explainable Diabetic Retinopathy Detection and Retinal Image Generation
PY4DL72Attention in Reasoning Dataset, Analysis, and Modeling
PY4DL73Driver Identification and Verification From Smartphone Accelerometers Using Deep Neural Networks
PY4DL74A Multi-Scale Attributes Attention Model for Transport Mode Identification
PY4DL75SplitAVG A heterogeneity-aware federated deep learning method for medical imaging
PY4DL76Joint detection and matching of feature points in multimodal images
PY4DL77MM-UrbanFAC Urban Functional Area Classification Model Based on Multimodal Machine Learning
PY4DL78A Time-Series Feature-Based Recursive Classification Model to Optimize Treatment Strategies for Improving Outcomes and Resource Allocations of COVID-19 Patients
PY4DL79Real-Time Learning from an Expert in Deep Recommendation Systems with Application to mHealth for Physical Exercises
PY4DL80Scalable and Practical Natural Gradient for Large-Scale Deep Learning
PY4DL81CenterNet3D An Anchor Free Object Detector for Point Cloud
PY4DL82Meta-Learning in Neural Networks A Survey
PY4DL83Assessment of Parkinson's Disease Severity from Videos using Deep Architectures
PY4DL84Deep Learning for Road Traffic Forecasting Does it Make a Difference
PY4DL85Intelligent Traffic Accident Prediction Model for Internet of Vehicles With Deep Learning Approach
PY4DL86Line Graph Neural Networks for Link Prediction
PY4DL87GraphSAGE-Based Traffic Speed Forecasting for Segment Network With Sparse Data
PY4DL88Short-Term Traffic Flow Forecasting Using Ensemble Approach Based on Deep Belief Networks
PY4DL89Automatic Video Analysis Framework for Exposure Region Recognition in X-Ray Imaging Automation
PY4DL90Acoustic Screening for Obstructive Sleep Apnea in Home Environments Based on Deep Neural
PY4DL91Personalized On-Device E-health Analytics with Decentralized Block Coordinate Descent
PY4DL92Semi-Decentralized Network Slicing for Reliable V2V Service Provisioning A Model-free Deep
PY4DL93RAVIR A Dataset and Methodology for the Semantic Segmentation and Quantitative Analysis
PY4DL94Fine-Grained Trajectory-based Travel Time Estimation for Multi-city Scenarios Based on Deep Meta-Learning
PY4DL95DFR-TSD A Deep Learning Based Framework for Robust Traffic Sign Detection Under Challenging Weather Conditions
PY4DL96Learning Versatile Convolution Filters for Efficient Visual Recognition
PY4DL97GREN Graph-Regularized Embedding Network for Weakly-Supervised Disease Localization in X-ray Images
PY4DL98HazDesNet An End-to-End Network for Haze Density Prediction
PY4DL99End-to-End Automatic Morphological Classification of Intracranial Pressure Pulse Waveforms Using Deep Learning
PY4DL100On-Street Parking Occupancy Inference Based on Payment Transactions
PY4DL101A Distributed Model-Free Algorithm for Multi-hop Ride-sharing using Deep Reinforcement Learning
PY4DL102The Devil Is in the Details An Efficient Convolutional Neural Network for Transport Mode Detection
PY4DL103Improving the In-Hospital Mortality Prediction of Diabetes ICU Patients Using a Process Mining/Deep Learning Architecture
PY4DL104A Multi-Stream Convolutional Neural Network for Classification of Progressive MCI in Alzheimer's Disease Using Structural MRI Images
PY4DL105Dynamic Neural Graphs Based Federated Reptile for Semi-supervised Multi-Tasking in Healthcare Applications
PY4DL106Biomedical Relation Extraction With Knowledge Graph-Based Recommendations
PY4DL107Traffic Information Mining From Social Media Based on the MC-LSTM-Conv Model
PY4DL108VARID Viewpoint-Aware Re-IDentification of Vehicle Based on Triplet Loss
PY4DL109A Self-Supervised Gait Encoding Approach with Locality-Awareness for 3D Skeleton Based Person Re-Identification
PY4DL110Medical data wrangling with sequential variational autoencoders
PY4DL111Deep Learning in Lane Marking Detection A Survey
PY4DL112AdaPool: A Diurnal-Adaptive Fleet Management Framework Using Model-Free Deep Reinforcement Learning and Change Point Detection
PY4DL113Multi-Magnification Image Search in Digital Pathology
PY4DL114Learning TBox With a Cascaded Anchor-Free Network for Vehicle Detection
PY4DL115Deep Clustering via Center-Oriented Margin Free-Triplet Loss for Skin Lesion Detection in Highly Imbalanced Datasets
PY4DL116Model-Reference Reinforcement Learning for Collision-Free Tracking Control of Autonomous Surface Vehicles
PY4DL117Revisiting Light Field Rendering with Deep Anti-Aliasing Neural Network
PY4DL118Automatic assessment of Pectus Excavatum severity from CT images using deep learning
PY4DL119Key Points Estimation and Point Instance Segmentation Approach for Lane Detection
PY4DL120Continual Adaptation for Deep Stereo
PY4DL121On Model Selection for Scalable Time Series Forecasting in Transport Networks
PY4DL122Counting People by Estimating People Flows
PY4DL123An Empirical Review of Deep Learning Frameworks for Change Detection Model Design, Experimental Frameworks, Challenges and Research Needs
PY4DL124Deep Generative Modelling A Comparative Review of VAEs, GANs, Normalizing Flows, Energy-Based and Autoregressive Models
PY4DL125On Smart Gaze based Annotation of Histopathology Images for Training of Deep Convolutional Neural Networks
PY4DL126Attention-Guided Discriminative Region Localization and Label Distribution Learning for Bone Age Assessment
PY4DL127GPCA A Probabilistic Framework for Gaussian Process Embedded Channel Attention
PY4DL128On Learning Disentangled Representations for Gait Recognition
PY4DL129ProtTrans Toward Understanding the Language of Life Through Self-Supervised Learning
PY4DL130Pose-Guided Representation Learning for Person Re-Identification
PY4DL131From Handcrafted to Deep Features for Pedestrian Detection A Survey
PY4DL132Physics-Informed Deep Learning for Traffic State Estimation

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