J. Ponce, et al. Dataset Issues in Object Recognition
comment: this paper provides a very good review of part-based objection recognition algorithms and it reveals some problems of existing algorithms: the dataset they use tend to be oversimplified. And it points some more difficult real world dataset for further research.
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