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Appendix A Limitations and Future Work

Neural Information Processing Systems

Middle left: The eight images are examples of BLURD SD: Unleashed generated by the original SD 1.5 model conditioned only on text generated from the same factors as the corresponding


enchmarking and Learning using a Unified Rendering and Diffusion Model

Neural Information Processing Systems

Recent advancements in pre-trained vision models have made them pivotal in computer vision, emphasizing the need for their thorough evaluation and benchmarking. This evaluation needs to consider various factors of variation, their potential biases, shortcuts, and inaccuracies that ultimately lead to disparate performance in models.