It’s VGG19 according to the filenaming
My machine can generate 1000 AI images per hour (it’s got a GPU but it can’t be used - 3060)
The background removal manage < 1/2 the speed but that’s acceptable as it can be automated.
As there are pre-defined nets that recognise other things than humans it would be possible to do other sorting, identifying landscapes would be nice.
I wrote a little test scripts in PHP CLI to automate background removal and alpha counting. The alpha count thing is very basic simply making a count based on alpha > 50% or not to create a “cover” number - just to see what came out. The results were rather interesting as they pretty much nail the Human images (with a few false positives) - results below the line…
Note the PHP used below was adapted from the background removal PHP which was itself adapted from the original image generation PHP - that’s why it’s got pointless processing speed info (which is very to the point with things that take a long time)
I really must release instructions on how to do this stuff (as easy to follow withg zero knowledge as possible is harder when the result is something the user can alter the functionality of)
The results
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image 000001 : cover = 51.078 : time = 0.020 : avg = 0.020 sec : Rate = 3032.758 per min, 181965 per hour
image 000002 : cover = 0.000 : time = 0.017 : avg = 0.018 sec : Rate = 3281.201 per min, 196872 per hour
image 000003 : cover = 55.218 : time = 0.019 : avg = 0.019 sec : Rate = 3224.197 per min, 193451 per hour
image 000004 : cover = 55.640 : time = 0.018 : avg = 0.018 sec : Rate = 3243.248 per min, 194594 per hour
image 000005 : cover = 62.428 : time = 0.018 : avg = 0.018 sec : Rate = 3273.969 per min, 196438 per hour
image 000006 : cover = 0.000 : time = 0.019 : avg = 0.018 sec : Rate = 3257.866 per min, 195471 per hour
image 000007 : cover = 0.278 : time = 0.018 : avg = 0.018 sec : Rate = 3266.762 per min, 196005 per hour
image 000008 : cover = 53.230 : time = 0.018 : avg = 0.018 sec : Rate = 3276.971 per min, 196618 per hour
image 000009 : cover = 30.433 : time = 0.020 : avg = 0.018 sec : Rate = 3252.669 per min, 195160 per hour
image 000010 : cover = 0.000 : time = 0.019 : avg = 0.018 sec : Rate = 3243.428 per min, 194605 per hour
image 000011 : cover = 7.484 : time = 0.017 : avg = 0.018 sec : Rate = 3263.311 per min, 195798 per hour
image 000012 : cover = 12.371 : time = 0.018 : avg = 0.018 sec : Rate = 3272.957 per min, 196377 per hour
image 000013 : cover = 0.000 : time = 0.019 : avg = 0.018 sec : Rate = 3265.148 per min, 195908 per hour
image 000014 : cover = 0.024 : time = 0.019 : avg = 0.018 sec : Rate = 3258.776 per min, 195526 per hour
image 000015 : cover = 65.666 : time = 0.019 : avg = 0.018 sec : Rate = 3252.592 per min, 195155 per hour
image 000016 : cover = 0.000 : time = 0.019 : avg = 0.018 sec : Rate = 3243.437 per min, 194606 per hour
image 000017 : cover = 0.000 : time = 0.016 : avg = 0.018 sec : Rate = 3269.445 per min, 196166 per hour
image 000018 : cover = 0.000 : time = 0.020 : avg = 0.018 sec : Rate = 3254.508 per min, 195270 per hour
image 000019 : cover = 0.614 : time = 0.019 : avg = 0.018 sec : Rate = 3246.407 per min, 194784 per hour
image 000020 : cover = 36.209 : time = 0.019 : avg = 0.019 sec : Rate = 3242.294 per min, 194537 per hour
image 000021 : cover = 0.000 : time = 0.019 : avg = 0.019 sec : Rate = 3236.003 per min, 194160 per hour
image 000022 : cover = 0.000 : time = 0.018 : avg = 0.019 sec : Rate = 3237.474 per min, 194248 per hour
image 000023 : cover = 30.210 : time = 0.018 : avg = 0.018 sec : Rate = 3243.469 per min, 194608 per hour
image 000024 : cover = 0.000 : time = 0.016 : avg = 0.018 sec : Rate = 3259.414 per min, 195564 per hour
image 000025 : cover = 7.067 : time = 0.019 : avg = 0.018 sec : Rate = 3253.364 per min, 195201 per hour
image 000026 : cover = 94.681 : time = 0.020 : avg = 0.018 sec : Rate = 3244.847 per min, 194690 per hour
image 000027 : cover = 0.000 : time = 0.019 : avg = 0.019 sec : Rate = 3240.932 per min, 194455 per hour
image 000028 : cover = 8.763 : time = 0.018 : avg = 0.018 sec : Rate = 3247.260 per min, 194835 per hour
image 000029 : cover = 0.000 : time = 0.018 : avg = 0.018 sec : Rate = 3252.407 per min, 195144 per hour
image 000030 : cover = 0.000 : time = 0.020 : avg = 0.019 sec : Rate = 3240.759 per min, 194445 per hour
image 000031 : cover = 52.203 : time = 0.018 : avg = 0.018 sec : Rate = 3245.199 per min, 194711 per hour
image 000032 : cover = 43.022 : time = 0.019 : avg = 0.019 sec : Rate = 3241.269 per min, 194476 per hour
image 000033 : cover = 64.825 : time = 0.018 : avg = 0.018 sec : Rate = 3244.150 per min, 194648 per hour
image 000034 : cover = 0.000 : time = 0.018 : avg = 0.018 sec : Rate = 3245.955 per min, 194757 per hour
image 000035 : cover = 0.000 : time = 0.017 : avg = 0.018 sec : Rate = 3253.793 per min, 195227 per hour
image 000036 : cover = 0.000 : time = 0.019 : avg = 0.018 sec : Rate = 3249.207 per min, 194952 per hour
image 000037 : cover = 0.000 : time = 0.019 : avg = 0.018 sec : Rate = 3247.748 per min, 194864 per hour
image 000038 : cover = 0.000 : time = 0.018 : avg = 0.018 sec : Rate = 3247.731 per min, 194863 per hour
image 000039 : cover = 64.995 : time = 0.018 : avg = 0.018 sec : Rate = 3252.116 per min, 195126 per hour
image 000040 : cover = 0.000 : time = 0.017 : avg = 0.018 sec : Rate = 3257.379 per min, 195442 per hour
image 000041 : cover = 36.577 : time = 0.019 : avg = 0.018 sec : Rate = 3256.951 per min, 195417 per hour
image 000042 : cover = 0.000 : time = 0.019 : avg = 0.018 sec : Rate = 3254.790 per min, 195287 per hour
image 000043 : cover = 49.630 : time = 0.020 : avg = 0.018 sec : Rate = 3250.174 per min, 195010 per hour
image 000044 : cover = 0.000 : time = 0.018 : avg = 0.018 sec : Rate = 3251.321 per min, 195079 per hour
image 000045 : cover = 48.989 : time = 0.018 : avg = 0.018 sec : Rate = 3251.615 per min, 195096 per hour
image 000046 : cover = 66.920 : time = 0.017 : avg = 0.018 sec : Rate = 3255.390 per min, 195323 per hour
image 000047 : cover = 0.000 : time = 0.018 : avg = 0.018 sec : Rate = 3255.890 per min, 195353 per hour
image 000048 : cover = 0.000 : time = 0.017 : avg = 0.018 sec : Rate = 3260.450 per min, 195626 per hour
image 000049 : cover = 0.000 : time = 0.019 : avg = 0.018 sec : Rate = 3258.615 per min, 195516 per hour
image 000050 : cover = 0.002 : time = 0.017 : avg = 0.018 sec : Rate = 3264.212 per min, 195852 per hour
image 000051 : cover = 53.374 : time = 0.017 : avg = 0.018 sec : Rate = 3267.290 per min, 196037 per hour
image 000052 : cover = 42.749 : time = 0.018 : avg = 0.018 sec : Rate = 3267.847 per min, 196070 per hour
image 000053 : cover = 0.000 : time = 0.018 : avg = 0.018 sec : Rate = 3269.556 per min, 196173 per hour
image 000054 : cover = 1.012 : time = 0.020 : avg = 0.018 sec : Rate = 3264.266 per min, 195855 per hour
image 000055 : cover = 0.804 : time = 0.018 : avg = 0.018 sec : Rate = 3264.663 per min, 195879 per hour
image 000056 : cover = 7.028 : time = 0.015 : avg = 0.018 sec : Rate = 3273.855 per min, 196431 per hour
image 000057 : cover = 0.000 : time = 0.019 : avg = 0.018 sec : Rate = 3272.777 per min, 196366 per hour
image 000058 : cover = 0.000 : time = 0.018 : avg = 0.018 sec : Rate = 3272.799 per min, 196367 per hour
image 000059 : cover = 9.832 : time = 0.019 : avg = 0.018 sec : Rate = 3269.568 per min, 196174 per hour
image 000060 : cover = 38.290 : time = 0.021 : avg = 0.018 sec : Rate = 3262.483 per min, 195748 per hour
image 000061 : cover = 0.000 : time = 0.017 : avg = 0.018 sec : Rate = 3266.163 per min, 195969 per hour
image 000062 : cover = 17.624 : time = 0.018 : avg = 0.018 sec : Rate = 3266.703 per min, 196002 per hour
image 000063 : cover = 0.000 : time = 0.018 : avg = 0.018 sec : Rate = 3268.031 per min, 196081 per hour
image 000064 : cover = 47.142 : time = 0.017 : avg = 0.018 sec : Rate = 3270.986 per min, 196259 per hour
image 000065 : cover = 27.332 : time = 0.018 : avg = 0.018 sec : Rate = 3271.511 per min, 196290 per hour
image 000066 : cover = 0.000 : time = 0.020 : avg = 0.018 sec : Rate = 3266.114 per min, 195966 per hour
image 000067 : cover = 37.886 : time = 0.018 : avg = 0.018 sec : Rate = 3267.246 per min, 196034 per hour
image 000068 : cover = 0.000 : time = 0.018 : avg = 0.018 sec : Rate = 3268.081 per min, 196084 per hour
image 000069 : cover = 0.000 : time = 0.018 : avg = 0.018 sec : Rate = 3269.737 per min, 196184 per hour
image 000070 : cover = 0.000 : time = 0.019 : avg = 0.018 sec : Rate = 3268.134 per min, 196088 per hour
image 000071 : cover = 0.000 : time = 0.019 : avg = 0.018 sec : Rate = 3266.879 per min, 196012 per hour
image 000072 : cover = 0.000 : time = 0.018 : avg = 0.018 sec : Rate = 3266.595 per min, 195995 per hour
image 000073 : cover = 0.793 : time = 0.020 : avg = 0.018 sec : Rate = 3263.713 per min, 195822 per hour
image 000074 : cover = 8.763 : time = 0.016 : avg = 0.018 sec : Rate = 3268.396 per min, 196103 per hour
image 000075 : cover = 0.000 : time = 0.017 : avg = 0.018 sec : Rate = 3272.782 per min, 196366 per hour
image 000076 : cover = 0.000 : time = 0.019 : avg = 0.018 sec : Rate = 3272.085 per min, 196325 per hour
image 000077 : cover = 61.842 : time = 0.018 : avg = 0.018 sec : Rate = 3273.599 per min, 196415 per hour
image 000078 : cover = 0.000 : time = 0.017 : avg = 0.018 sec : Rate = 3277.621 per min, 196657 per hour
image 000079 : cover = 0.000 : time = 0.017 : avg = 0.018 sec : Rate = 3281.199 per min, 196871 per hour
image 000080 : cover = 0.000 : time = 0.021 : avg = 0.018 sec : Rate = 3276.035 per min, 196562 per hour
image 000081 : cover = 39.191 : time = 0.017 : avg = 0.018 sec : Rate = 3279.127 per min, 196747 per hour
image 000082 : cover = 0.000 : time = 0.018 : avg = 0.018 sec : Rate = 3280.637 per min, 196838 per hour
image 000083 : cover = 0.000 : time = 0.017 : avg = 0.018 sec : Rate = 3283.694 per min, 197021 per hour
image 000084 : cover = 18.299 : time = 0.017 : avg = 0.018 sec : Rate = 3286.682 per min, 197200 per hour
image 000085 : cover = 28.601 : time = 0.018 : avg = 0.018 sec : Rate = 3287.189 per min, 197231 per hour
image 000086 : cover = 0.000 : time = 0.018 : avg = 0.018 sec : Rate = 3288.032 per min, 197281 per hour
image 000087 : cover = 0.000 : time = 0.018 : avg = 0.018 sec : Rate = 3288.216 per min, 197292 per hour
image 000088 : cover = 0.000 : time = 0.018 : avg = 0.018 sec : Rate = 3288.955 per min, 197337 per hour
image 000089 : cover = 0.000 : time = 0.019 : avg = 0.018 sec : Rate = 3287.840 per min, 197270 per hour
image 000090 : cover = 0.000 : time = 0.018 : avg = 0.018 sec : Rate = 3287.650 per min, 197258 per hour
image 000091 : cover = 0.000 : time = 0.016 : avg = 0.018 sec : Rate = 3291.662 per min, 197499 per hour
image 000092 : cover = 0.000 : time = 0.018 : avg = 0.018 sec : Rate = 3292.059 per min, 197523 per hour
image 000093 : cover = 0.000 : time = 0.016 : avg = 0.018 sec : Rate = 3295.667 per min, 197740 per hour
image 000094 : cover = 35.831 : time = 0.017 : avg = 0.018 sec : Rate = 3297.571 per min, 197854 per hour
image 000095 : cover = 39.550 : time = 0.017 : avg = 0.018 sec : Rate = 3299.952 per min, 197997 per hour
image 000096 : cover = 0.576 : time = 0.020 : avg = 0.018 sec : Rate = 3297.114 per min, 197826 per hour
image 000097 : cover = 0.000 : time = 0.016 : avg = 0.018 sec : Rate = 3300.850 per min, 198051 per hour
image 000098 : cover = 0.173 : time = 0.019 : avg = 0.018 sec : Rate = 3299.824 per min, 197989 per hour
image 000099 : cover = 0.000 : time = 0.019 : avg = 0.018 sec : Rate = 3298.827 per min, 197929 per hour
image 000100 : cover = 60.610 : time = 0.017 : avg = 0.018 sec : Rate = 3300.871 per min, 198052 per hour