Analysis: The Road You Will Go Bounding
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The Road (summary and analysis) by Cormac McCarthy
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There are a variety of challenges associated with the ML space including the amount of computing power needed to handle these power-hungry deep learning algorithms, the question marks surrounding explainability, and even the ethics associated with the use of these sophisticated technologies. In this project a dataset collection pipeline was integrated with a traffic data analysis tool T-DAT outlined in Figure 1, to provide valuable insights to planning authorities on road networks. The objective of the tool is to collect traffic data using novel, classical and machine vision techniques. The processing pipeline outlined in Figure 2 doubles as a data collection pipeline and is used to build a dataset of cars which is then leveraged to train a carpool classifier.
It uses a Mixture of Gaussian MOG background subtractor coupled with some basic denoising techniques to generate bounding boxes for passing vehicles. The bounding boxes can be used along with road mask overlays and the Simple Online Realtime Tracking SORT algorithm which uses bounding box intersection over union IOU to compute metrics such as traffic, density, estimated speed, count and direction. MOG works by using a set of training frames to generate a model of the background in order to understand the foreground. This method is extremely fast when compared with deep learning approaches but relies on denoising to account for moving background objects such as trees.
As seen in Figure 3 it also struggles to differentiate between cars when they are very close together. Identifying passengers in the front of a car through the wind screen is a segmentation problem. The backbone of this architecture consists of a feature pyramid network FPN which feeds into a region proposal network RPN. To train an instance segmentation model from scratch would require a vast amount of diverse data a dataset of only images was built using the data collection pipeline.
Transfer learning, summarised in Figure 4, is an approach whereby the fully connected layers of a model that has been trained on a large amount of data are stripped and trained using the new dataset. Before training, the images need to be labelled Figure 5 with segmentation masks. This is a time-consuming process where a polygon mask must be drawn over the passengers and vehicle and stored in a json annotations file.
This is often the most time-consuming part of any ML project. Using transfer learning, impressive results can be achieved without the need to label a large amount of data. An overall car detection accuracy of A C dashboard Figure 8 was developed to visualise the results and display the metrics as well as managing the imagery data captured. The implementation shows that traditional machine vision techniques can be blended with deep learning approaches to build a data collection tool capable of generating high quality datasets. Furthermore, the design of the processing pipeline allows for data to be both processed, producing valuable insights, as well as collected and partially labelled using background subtraction. John Nelson and Dr. Pepijn Van de Ven. You must be logged in to post a comment.
Figure 4 : Transfer Learning Overview. Figure 5: Dataset Generation and Labelling Overview. Because if Sayoko 's husband really love her, he would not mind even if Sayoko will play her mole in front of him because he loves her, but in the case of them, Sayoko 's husband did not really love her and Sayoko was blinded by the hope that her husband would change. As I interpret the story, the mole served as the memory of Sayoko to her mother and sisters. If we will take those resources and apply it to ourselves, then they can help make our life happier by giving us insight on different things. The Road Not Taken is a poem that explains the different pathways available to us. In this poem the narrator comes to a choice. In the poem The Road Not Taken by Robert Frost, Frost explains to readers that it is okay to create and establish your own path and live by it.
This poem resembles how the people of today would rather blend in with the crowd instead of being the light of this world. This poem can be interpreted many ways, yet, if we truly anaylsis this poem, we know for a fact that people should start living in the present and live a life that is fruitful. Dover Beach Analysis Words 5 Pages. When writing poetry, writers often time use different techniques, styles, and devices to make their specific works flare.
There are many of these things that lots of poets do similarly but also many that they do differently. Throughout the poem, it can be observed that there is an extremely odd rhyme scheme present. The entirety of the poem consists of multiple different sized stanza. The critic believes there are multiple reasons as to why Arnold wrote the poem in this tone and provides wonderful explanations of each reasoning. Her father did not like the idea of Arnold not having a set in stone and successful job already. This put a lot of stress and strain on Arnold to fight for his relationship with his wife, but also respect her father.
The couple spent their honeymoon on Dover Beach, so that is why it is assumed the poem has something to do with her and their love story. The couple later broke up due to disagreements with the father-in-law. Another reason Furr gives for the melancholy tone is the noiseless lines. The argument states that the poem was written with more imagery than sound words. The sense of sight is able to project more emotion on a reader than the sense of sound. In the first stanza, Arnold asks someone to come to the window to experience the view he is experiencing Arnold 6. Arnold could be subtly crying out for someone to experience not only the spectacular view he describes, but his life.
This idea becomes more rational when reading the last stanza. Others might be able to argue that the wish in this poem is for a better world not love. Considering the poem started with a beautiful description of a beach, that can be argued to be how the Earth used to be. Once again in the end of the poem, Arnold discussess love and the world. Arnold is discussing the community of the world in which he lived in at this time.
Arnold does exceptionally well at writing and portraying. Show More. Read More. David Foster Wallace's Commencement Speech In Kenyon College Words 5 Pages Being self-aware enhanced to better emotional regulation and growth toward self-improvement and contentment. Euthyphro's Pious Analysis Words 4 Pages This answer will not satisfy Socrates, promoting further questions of the underlying cause of the love.
Symbolism In Kawabata Yasunari's 'The Mole' Words 5 Pages Base on what I had interpret in the story, there was a lack of acceptance and lack of love happened in the marriage of Sayoko and her husband. Related Topics.