Thats a unique idea.You should consider the following idea to enhance your idea so that it would impact uniquely: ,  elaborate on denoising schemes based on lossy compression. First,  provide an alternative interpretation of the so-called Occam filter and relate it with the complexity-regularized denoising schemes in the literature. Next,  discuss about the 'critical distortion' of a noisy source and argue that optimal denoising is achieved at the corresponding critical encoding rate rather than at the encoding rates suggested by other compression-based denoisers. Finally,  discuss the so-called 'indirect rate distortion problem'.  focus particularly on the high bit-rate encoding of noisy sources and show lossless compression of a denoised source is often very wasteful of bits, and suggest a simple way of determining an appropriate bit-rate for compressing a denoised source economically while retaining its initial denoised quality.
['Sehoon Yea', 'William A. Pearlman']
I am writing a research paper on a idea Critical encoding rate in combined denoising and compression
[{"from": "human", "value": "I am writing a research paper on a idea Critical encoding rate in combined denoising and compression"}, {"from": "gpt", "value": "Thats a unique idea.You should consider the following idea to enhance your idea so that it would impact uniquely: ,  elaborate on denoising schemes based on lossy compression. First,  provide an alternative interpretation of the so-called Occam filter and relate it with the complexity-regularized denoising schemes in the literature. Next,  discuss about the 'critical distortion' of a noisy source and argue that optimal denoising is achieved at the corresponding critical encoding rate rather than at the encoding rates suggested by other compression-based denoisers. Finally,  discuss the so-called 'indirect rate distortion problem'.  focus particularly on the high bit-rate encoding of noisy sources and show lossless compression of a denoised source is often very wasteful of bits, and suggest a simple way of determining an appropriate bit-rate for compressing a denoised source economically while retaining its initial denoised quality."}]