In this assignment, you are required to take a sequence of images and create an image mosaic by registering, warping, and compositing them into a single panoramic image. First read the entire chapter 4 and Section 8.4 of your textbook.

Need to write a code for image denoising Need a code for it and a paper (Report) Need to do the report in 10 pages Format is added you can use either PYTHON or MATLAB SO Basically need the code for Image denoising --> Removing the noise from images and here it needs to be collection of image and any type of images can be selected

A hypothetical client working for a technology company demands a new design for their new products. As a designer you are supposed to take the responsibility for this design assignment starting from the initial problem statement presented by the client as follows; "The new design that you created for a unit photosensitive pixel structure in order to perform colored imaging through CMOS imaging sensor arrays worked successfully. On the other hand, the quantum efficiency values of the pixels should be improved in order for a CMOS image sensor, which is manufactured depending on this new design, to be integrated into smart phones. For this purpose, the light collection efficiency and the photon absorption efficiency of the Si photodiodes should be improved enough for a high-quality imaging results even while the pixel sizes shrink. Some portion of the light cannot reach the pho to diode due to reflection from the surface and scattering from the metal lines surrounding the photodiode surface, which are formed during CMOS manufacturing steps. Due to the low absorption coefficient and indirect band gap of Si as a semiconductor, the photodiodes should be manufactured from a different semiconductor material having a direct band gap and high absorption coefficient in order to reach our goal. The material choice of the photodiodes and deposition methods should be compatible with the common CMOS manufacturing process. Under these circumstances, our company expects an highly efficient pixel design for our new CMOS imaging sensor chip performing colored imaging in the visible range of the light spectrum, preferably with decreased pixel size." Perform necessary literature review including scientific papers, whitepapers,leading companies' products information, etc. b) Acquire enough information for increasing the quantum efficiency of pixels of CMOS imager sensor arrays (strategies, manufacturing process steps, materials for reducing reflection and for increasing efficiency). c) At this stage you are not supposed to design a unit cell for such a purpose, literally. On the other hand, find and inspect the current design solutions for increased efficiency pixels,select one of them and assume that this will be your chosen detailed design. d) Prepare a brief summary of your research study discussing the design principles and solutions for the new topic including the references that you will benefit. e) Make necessary revision process in order to construct your Revised Problem Statement bytaking elimination of errors, biases, and implied solutions into account. Discuss your workin enough detail. You should convince your customer for not to change the semiconductormaterial for the new photodiodes (insist on Si photodiodes by giving a convincingexplanation about the well-established CMOS manufacturing process). f) Determine the technical issues upon which a communication process should be conducted with the client. g) Prepare the lists of objectives, constraints, functions, and means. h) Prepare the objective tree. i) Communicate your design through a technical drawing of your unit pixel desig n.(Preferably prepared by a technical drawing software but rough sketches will also beассepted)