Deep learning is reshaping the future of technology — from self-driving cars to voice assistants. For final year CSE students, choosing the right project can be a game-changer.
This list of top deep learning project ideas for 2025 is carefully curated by experts to help you build something impactful, relevant, and resume-ready.
Whether you’re aiming for innovation or real-world application, these ideas will give your engineering journey the perfect finale.
Best Deep Learning Project Ideas for CSE Students
1. Plant Species Identification
2. Breast Tumor Segmentation
3. Driver Fatigue Alert System
4. Real-Time Fire Detection System
5. Campus Assistive Chatbot
6. Covid‑19 Lung Ultrasound Classification
7. Multimodal Emotion Recognition from Video + Audio
8. Gender Recognition from Voice
9. Music Genre Classification
10. Emoji Prediction from Text
11. Image Super-Resolution with GANs
12. Facial Emotion Recognition (Video)
13. Face Mask Detection System
14. Image Colorization System
15. Rock‑Paper‑Scissors Gesture AI
16. Pneumonia Detection from X‑Rays
17. Vision Transformer for Medical Imaging
18. Continual Learning System
19. Adversarial Robust DL Model
20. AI-Powered Breast Cancer Histopathology Image Classification
21. AI-Powered Smart Attendance System
22. Deepfake Video Detection
23. Brain Tumor Classification
24. Speech Emotion Recognition
25. Crop Disease Detection
26. Autonomous Drone Navigation Using Deep Reinforcement Learning
27. Object Detection for Smart Inventory
28. License Plate Recognition System
29. Deep Learning–Based Eye Gaze Tracking System
30. Chest X-Ray Disease Detection
31. Smart Waste Classifier
32. Text Summarization Using Transformer Models
33. Handwritten Digit Recognition
34. Smart Traffic Light System
35. Age and Gender Prediction
36. Eye Disease Detection
37. Smart Door Lock System
38. Facial Recognition-Based Login
39. Deep Learning Based CAPTCHA Solver
40. Deep Learning for Audio Denoising and Speech Enhancement
41. Deep Learning for Skin Cancer Detection
42. AI-Based Disease Detection in Banana/Apple/Paddy Leaves
43. Fashion Product Recommendation
44. Sign Language to Text Converter
45. CT Scan–Based Lung Nodule Classification Using 3D CNNs
46. Human Silhouette Tracking in Low Light or Infrared Imagery
47. Driver Behavior Classification
48. Video Frame Interpolation Using Deep Learning
49. Indoor Object Locator
50. Human Emotion Detection
Conclusion
Stand out from the crowd by choosing a deep learning project that solves real problems. We’ve helped 100s of students build impactful projects — now it’s your turn!
Need more project ideas? Or decided your project topic? Chat with an expert instantly!
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