Question: In a concise analytical response, explain how examining roughly 120 misclassified validation photos, using category columns, and adding comments work together in this approach.

Sample answer: The reviewer goes through about 120 validation photos that the model classified incorrectly and logs patterns in a spreadsheet. Category columns such as Occluded, Motion blur, Wrong label, and Hard lighting provide a shared checklist for marking what is true of each case. The comments column captures extra details that make individual examples easier to recall later. Used together, these fields let the reviewer summarize many errors without losing the context of any one example.

Key points:

• The reviewer inspects roughly 120 misclassified validation photos.
• Category columns create a consistent way to record patterns.
• Example categories include Occluded, Motion blur, Wrong label, and Hard lighting.
• Comments preserve specific notes about individual cases.

Rubric: A strong response should explain the relationship among the approximate review count, the structured category fields, and the role of comments. It should stay grounded in the provided information and clearly show how the spreadsheet supports systematic error review.