CVML Exam Prep — Output Manifest¶
Course: Computer Vision and Machine Learning (CVML), TU Braunschweig, SoSe 2025
Trial exam analysed: CVML_TrialExamSS2025.pdf (110 points, 10 topics)
Source folder: D:\MyFiles\STUDY\SS25\cvml\final
Output folder: D:\MyFiles\STUDY\SS25\cvml\final\CVML Exam Prep
What you'll find in this folder¶
Per-chapter notes (10 chapters × 2 formats = 20 files)¶
Each chapter follows the 17-section rubric: Overview → Basics → Hard-English Table → Mathematical Foundations → Section-by-Section Notes → Code Examples → Related Code Files → Exercises → Trial-Exam Mapping → Algorithms → Real-World Applications → Exam-Focused Summary → Hard Questions → Full Answers → Coding Tasks → Mini Project → Cheat Sheet.
| File (MD + PDF) | Topic | Trial-exam pts |
|---|---|---|
Chapter_01_Image_Acquisition |
Pixels, colour spaces, pinhole, DoF, distortion, CCD vs CMOS, noise | 10 |
Chapter_02_Filtering_Edges_Thresholding |
Convolution, Gaussian/Sobel/LoG/DoG, Otsu, adaptive threshold | 20 |
Chapter_04_Machine_Learning |
Perceptron, CNN, gradient descent, confusion matrix | 10 |
Chapter_05_Features |
Pinhole projection, Harris, SIFT, ZMNCC | 10 |
Chapter_06_Optical_Flow |
OF equation, Lucas-Kanade, Horn-Schunck, FlowNet | 10 |
Chapter_07_Parametric_Transformations |
Translation/Rotation/Scale, homography, splines, TPS | 10 |
Chapter_08_Epipolar_Geometry_and_Depth |
Z = b·f/d, F matrix, rectification, block matching | 10 |
Chapter_09_Morphing_View_Synthesis |
Cross-dissolve, morphing, view morph formula | 10 |
Chapter_10_Camera_Calibration |
K matrix, [R | T], P = K[R |
Chapter_11_Neural_Radiance_Fields |
NeRF MLP, ray marching, positional encoding | 10 |
(There is no Chapter 03; the lecture set merges "Filtering" and "Edges & Thresholding" into the combined Chapter 02.)
Combined files (5 × 2 = 10 files)¶
| File (MD + PDF) | Purpose |
|---|---|
CVML_Trial_Exam_Analysis |
Question-by-question deep analysis of CVML_TrialExamSS2025.pdf with full solutions |
CVML_Exam_Master_Index |
Cross-reference of every chapter, code, exercise, formula, algorithm |
CVML_Final_Exam_Revision |
Last-day study guide with one-page-per-chapter summaries and cheats |
CVML_Deep_Question_Bank |
87 practice questions sorted by difficulty and topic with full answers |
CVML_Coding_Visualization_Practice |
All code examples consolidated, runnable, with input/output explanations |
Planning document¶
| File | Purpose |
|---|---|
00_Processing_Plan (MD + PDF) |
Original topic-wise plan: every PDF section, every code file, every exercise, every trial-exam question, mapped to chapters |
Final Deliverables Checklist¶
✅ 10 chapter .md files (one per topic) — Chapters 01, 02, 04, 05, 06, 07, 08, 09, 10, 11
✅ 10 chapter .pdf files
✅ CVML_Trial_Exam_Analysis.md + .pdf
✅ CVML_Exam_Master_Index.md + .pdf
✅ CVML_Final_Exam_Revision.md + .pdf
✅ CVML_Deep_Question_Bank.md + .pdf
✅ CVML_Coding_Visualization_Practice.md + .pdf
✅ 00_Processing_Plan.md + .pdf
✅ README.md (this file)
Total files: 33 (16 MD + 16 PDF + 1 README)
Statistics¶
| Metric | Count |
|---|---|
| PDFs processed (lectures) | 11 (Lectures 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11) |
| Trial-exam PDFs processed | 1 |
| Exercise sheets processed | 5 (sheets 1, 2, 3, 4, 6) |
| Code files (.py / .ipynb) processed | ~25 |
| NoteGPT lecture transcripts processed | 10 |
| Chapter notes generated | 10 |
| Combined summary documents | 5 |
| Code examples written | 70+ |
| Visualisation examples written | 35+ |
| Practice questions written | 87 |
| Coding/visualisation tasks per chapter | 1–3 (≈ 25 total) |
| Trial-exam questions analysed | 10 (with all sub-questions) |
How to use these files¶
Two weeks before the exam:
* Read 00_Processing_Plan.md to map your study plan.
* Read each chapter's PDF in the suggested study order (see CVML_Exam_Master_Index.pdf §4).
One week before the exam:
* Solve every Basic and Intermediate question in CVML_Deep_Question_Bank.pdf.
* Re-read the cheat sheet at the end of each chapter.
* Run a few coding examples from CVML_Coding_Visualization_Practice.md.
Two days before the exam:
* Drill CVML_Trial_Exam_Analysis.pdf end-to-end. Time yourself to 90 minutes.
* Memorise the formulas and key terms (English ↔ বাংলা) from CVML_Final_Exam_Revision.pdf.
* Drill the 20-question Mock Exam (Tier A → D) at the end of every chapter.
Last day:
* Read CVML_Final_Exam_Revision.pdf cover to cover.
* Recite the Last-Day Mantras.
* Sleep well.
Viel Erfolg!