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25+ Deep Learning Project Topics

Deep Learning Final Year Projects in Bangalore, engineered layer by layer.

From CNN-based image classification and YOLO object detection to BERT transformers, GAN image synthesis, federated learning and medical image segmentation — explore IEEE 2025–2026 deep learning project topics with PyTorch / TensorFlow implementations, source code, report, PPT and viva support for BE, B.Tech, MTech and PhD scholars.

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Industry-standard deep learning frameworks, GPU platforms, experiment trackers and deployment tools we use to build and benchmark your project.

PyTorch TensorFlow 2 Python 3 Keras HuggingFace YOLOv8 / v11 OpenCV Scikit-learn CUDA / GPU Jupyter / Colab W&B / MLflow ONNX / TensorRT PyTorch Lightning Ray / RLlib DVC / MLflow Kaggle / Colab Pro

25+ IEEE 2026 Deep Learning Topics & Tools

A curated shortlist of IEEE-style 2025–2026 deep learning project topics for BE, B.Tech, MTech and PhD scholars — covering CNN, RNN, GAN, Transformer, Vision Transformer, Diffusion Models, Federated Learning, Reinforcement Learning, NLP and Edge AI. Each project includes source code, base paper, implementation guide, dataset references, report, PPT and viva support.

# Project Title / Topic Core Tools & Technology
01Brain Tumor Detection and Segmentation using U-Net with Attention GatesPython, PyTorch, BraTS Dataset
02Real-Time Multi-Object Detection for Autonomous Driving using YOLOv11Python, YOLOv11, KITTI Dataset
03Sentiment Analysis and Opinion Mining using BERT Transformer Fine-TuningPython, HuggingFace, BERT, PyTorch
04Image-to-Image Translation for Medical Modality Synthesis using CycleGANPython, TensorFlow, CycleGAN, MNIST
05Federated Learning Framework for Privacy-Preserving Disease PredictionPython, PySyft, TensorFlow, Flower
06Vision Transformer (ViT) for Fine-Grained Image Recognition and ClassificationPython, PyTorch, ViT, ImageNet
07Deep Reinforcement Learning for Robot Path Planning in Dynamic EnvironmentsPython, OpenAI Gym, PPO, RLlib
08Speech Emotion Recognition using Convolutional Recurrent Neural NetworksPython, LibROSA, CRNN, RAVDESS
09Chest X-Ray Pneumonia Detection using Transfer Learning with ResNet-50Python, Keras, ResNet-50, NIH CXR
10Automatic Text Summarization using Encoder-Decoder Transformer ArchitecturePython, HuggingFace, T5, CNN/DM
11Deepfake Detection using Spatial-Temporal CNN and XceptionNetPython, PyTorch, FaceForensics++
12Crowd Density Estimation and People Counting using CSRNetPython, PyTorch, ShanghaiTech DS
13Super-Resolution Image Reconstruction using SRGAN and ESRGANPython, TensorFlow, ESRGAN, DIV2K
14Named Entity Recognition for Clinical Text using BioBERT and CRFPython, BioBERT, HuggingFace, i2b2
15Road Lane Detection for ADAS using Semantic Segmentation with DeepLabV3+Python, PyTorch, DeepLabV3+, CULane
16Anomaly Detection in Industrial Inspection using Convolutional AutoencoderPython, TensorFlow, MVTec AD Dataset
17Video Action Recognition using Two-Stream CNN and 3D Convolution (C3D)Python, PyTorch, Kinetics-400
18Diabetic Retinopathy Grading using EfficientNet and Grad-CAM ExplainabilityPython, Keras, EfficientNet, APTOS
19Machine Translation from English to Kannada using Sequence-to-Sequence TransformerPython, PyTorch, Fairseq, IndicNLP
20Intrusion Detection System using LSTM-based Deep Learning on Network TrafficPython, TensorFlow, LSTM, NSL-KDD
213D Point Cloud Object Detection using PointNet++ for LiDAR Sensor DataPython, PyTorch, PointNet++, KITTI
22Knowledge Distillation for Edge Deployment of Image Classifiers on Raspberry PiPython, TensorFlow Lite, ONNX, Pi 5
23Time-Series Forecasting for Smart Grid Load Prediction using Temporal Fusion TransformerPython, PyTorch Forecasting, TFT
24Multimodal Fake News Detection using Text-Image Fusion and Graph Neural NetworksPython, DGL, BERT, ViT, CLIP
25Denoising Diffusion Probabilistic Model (DDPM) for Medical Image AugmentationPython, PyTorch, DDPM, MONAI
26Graph Convolutional Network for Social Network Link Prediction and Community DetectionPython, PyG, GCN, NetworkX

Titles are refreshed periodically to stay aligned with current IEEE publication trends. Call us for the full base-paper list and abstract for any topic above.