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Too many filters will cause confusion for user too choose,
only retain filters with better comprehensive evaluation quality.
Signed-off-by: Liang <xiaoxia.liang@intel.com>
Changing the way RAISR is trained (using different parameters and datasets) can alter the way RAISR's ML-based algorithms do upscale. For the current release, 5 filters have been provided: filters1, filters2, filters3, filters4 and filters5. Each filter has been generated with varying amounts of complexity and sharpness. For filters4 the 1st and 2nd pass filters both trained on sharpened HR as reference, for other filters only 2nd pass filters trained on shaprpened HR as reference
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and you can find the training informantion in filternotes.txt of each filters folder.
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If doing a single pass ( passes=1 ), it is suggested to use filters1 or filters4. With passes=2 the 5 filters are described as:
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| filter name | filter complexity | sharpness |
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| ----------- | ----------------- | ----------- |
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| filters1 | 864x2 | high |
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| filters2 | 864x2 | low |
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| filters3 | 864x2 | medium |
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| filters4 | 864x2 | high |
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| filters5 | 32000x2 | high |
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Changing the way RAISR is trained (using different parameters and datasets) can alter the way RAISR's ML-based algorithms do upscale. For the current release, provides 3 filters for 2x upscaling and 2 filters for 1.5x upscaling. And for each filter you can find the training informantion in filternotes.txt of each filter folder.
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#### 2x upscaling filters
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The filters1, filters 4 and filters6_denoise_and_upscale are working on 2x upscaling.
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##### filters1
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For 8bit the filters1 has both 1pass and 2pass filters, for 10bit only has 1pass filter.
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The 1pass filters is only for 2x upscaling not sharpening or denoising effect. The 2pass filters has 2x upscaling and sharpening effect.
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##### filters4
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For 8bit/10bit has both 1pass and 2pass filters.
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The 1pass filters has 2x upscaling and sharpening effect and 2pass has more sharpening effect than 1pass.
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##### filters6_denoise_and_upscale
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For 8bit/10bit has both 1pass and 2pass filters.
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The 1pass is only working denoise and 2pass is working on 2x upscaling and with sharpening effect. So it needs to set `passes=2` and `mode=2` to do 2x upscale and will get denosing and sharpening effect on 2x upscaling output.
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#### 1.5x upscaling filters
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The filters15_1pass_denoise_and_upscale and filters15_2pass_denoise_and_upscale are working on 1.5x upscaling.
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##### filters15_1pass_denoise_and_upscale
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The filter only has 1pass and the output will get 1.5x upscaling and denosing and sharpening effect.
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##### filters15_2pass_denoise_and_upscale
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For 8bit/10bit has both 1pass and 2pass filters.
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The 1pass is only working on denosing and 2pass is working on 1.5x upscaling and with sharpening effect. So it needs to set `passes=2` and `mode=2` to do 1.5x upscale and will get denosing and sharpening effect on 1.5x upscaling output.
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Please see the examples under the "Evaluating the Quality" section above where we suggest 3 command lines based upon preference.
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Note that for second pass to work, the filter folder must contain 3 additional files: Qfactor_cohbin_2_8/10_2, Qfactor_strbin_2_8/10_2, filterbin_2_8/10_2
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