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A new robust method for image recognition based on iterative oblique projection is presented. By oblique projection, both the unstructured and structured noises can be suppressed. To improve recognition accuracy, an iterative process is adopted to reduce interference further. Experiments show that the proposed approach offers better performance than the conventional template matching method.