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Deep learning based 3D Medical Image registration ————-Introduction–Section 1————— 2 Pages 1.1. Convolutional neural network 1.2. Autoencoder 1.3. Recurrent

Deep learning based 3D Medical Image registration

————-Introduction–Section 1————— 2 Pages
1.1. Convolutional neural network
1.2. Autoencoder
1.3. Recurrent neural network
1.4. Reinforcement learning
1.5. Generative adversarial network

————–Literature and Related work ——Section 2————— 6 Pages
Overview of previous work in 3D Medical Image Registration using Deep learning Categorized
into 3 category:

2.1 Deep Iterative Registration
2.1.1 Deep SimilarityBased Registration
2.1.2 Reinforcement Learning-based Registration

2.2 Supervised Registration
2.2.1 Fully Supervised Registration
2.2.2 Weakly Supervised Registration
2.2.3 Dual Supervised Registration

2.3 Unsupervised Registration
2.3.1 Similarity Metric-based Registration
2.3.2 GAN-Based Registration

————–Section 3————— 2 Pages
Explain loss functions used in the following papers by writing formula and explaining each term in your own words

3.1 Voxemorph (https://arxiv.org/pdf/1802.02604.pdf)
3.2 LapIRN (https://arxiv.org/pdf/2006.16148.pdf)
3.3 CLapIRN (https://arxiv.org/pdf/2106.12673.pdf)

Instructions:
1. In section 1 the subsections (1.1 – 1.5) should give general idea about the topic.
Each subsection is Type of neural network architecure. It should be refered from different
research papers. And must be written in Data Sciene and Machine learning architecutre context.

2. All the work must not be plagrized.

3. It should not be a paraphrased copy of the reference paper. None of the content should be a paraphrased version of abstract of the reference paper

4. All subsections (1.1 – 2.3) should have atleast 5 – 6 reference papers.
Almost all sentecnce in a paragraph should be written by referencing a different research paper and should be on your own words since it is related work section.
i.e One paragraph or sub section should not be completly written from one reference paper.

5. In section 2 the subsections(2.1 – 2.3) should be written in terms of Medical Image
Registration. Attached papers will give overview of how it should be written.

6. The paper should be written from Computer Science point of view, therfore the focus should be on Medical Image
Registration algorithms using Deep learning. It should not focus on Doctors, lab-technician, medical expert
and other stake holders point of view.

7. Section 1 should be written for 2 pages (single-spaced, without diagrams and tables)

6. Section 2 Should be written for 6 pages (single-spaced, without diagrams and tables)

8. Section 3 Should be written for 2 pages (single-spaced) with equations provided in reference papers.

Starting with Nick Hornby’s memoir Fever Pitch and drawing on any other sources that you find helpful, analyze the Essay

Starting with Nick Hornby’s memoir Fever Pitch and drawing on any other sources that
you find helpful, analyze the ways in which soccer since the mid-nineteenth century has
worked to help different groups of men construct a variety of masculinities. How does
sport come to shape both understandings of appropriate behavior for the sexes? How has
it challenged these understandings? Do sports work differently in this regard for men and
women?

for Integration of Visual and Linguistic Information in Spoken Language Comprehension

Design a follow-up experiment, based on at least one of
the assigned papers (or a synthesis of multiple papers). Your response should include:
o A follow-up question that can be tested empirically
o The motivation for asking this question: why it is interesting and what are the possible, distinct answers to it (if the question only has one plausible answer, the question is trivial)
o A brief descriiption of the experimental design that would test this question
o The predicted pattern of results (according to different hypotheses)

Building on Bocketti’s The Invention of the Beautiful Game discuss the ways in which soccer can come to represent

Writing Assignment Help Building on Bocketti’s The Invention of the Beautiful Game discuss the ways in which soccer
can come to represent more than a game in some contexts. In particular, discuss the way
that the meanings and symbolism Brazilians attached to foot-ball/futebal changed over
time and how they used discussions of the game to have a larger conversation of what they
wanted for their nation.

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