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-- Opening Database "../database" -- Calculating Histogram Similarties -- Query image: ../imgs/beach/beach_1.ppm Spacial flag: YES Color Space: OPP Similarity Metric: INT 1: beach_1.ppm score: 1 2: crater_4.ppm score: 0.514727 3: sunset2_4.ppm score: 0.468851 4: beach_5.ppm score: 0.459681 5: boat_3.ppm score: 0.452015 6: crater_3.ppm score: 0.401442 7: boat_5.ppm score: 0.390892 8: beach_2.ppm score: 0.386452 9: sunset2_2.ppm score: 0.385329 10: sunset1_5.ppm score: 0.381292 11: boat_2.ppm score: 0.375182 12: crater_2.ppm score: 0.368675 13: sunset2_3.ppm score: 0.362061 14: stHelens_3.ppm score: 0.359528 15: crater_5.ppm score: 0.356605 16: beach_3.ppm score: 0.355755 17: beach_4.ppm score: 0.350355 18: stHelens_2.ppm score: 0.335758 19: pond_3.ppm score: 0.329561 20: crater_1.ppm score: 0.306296 21: pond_1.ppm score: 0.287292 22: boat_4.ppm score: 0.278327 23: stHelens_4.ppm score: 0.268623 24: pond_2.ppm score: 0.26791 25: stHelens_5.ppm score: 0.265592 26: stHelens_1.ppm score: 0.26459 27: boat_1.ppm score: 0.263128 28: sunset2_5.ppm score: 0.250293 29: sunset1_4.ppm score: 0.246094 30: sunset2_1.ppm score: 0.22417 31: sunset1_1.ppm score: 0.216393 32: sunset1_3.ppm score: 0.208421 33: cherry_4.ppm score: 0.202025 34: pond_4.ppm score: 0.201396 35: cherry_1.ppm score: 0.198743 36: pond_5.ppm score: 0.1864 37: sunset1_2.ppm score: 0.185726 38: cherry_3.ppm score: 0.185117 39: cherry_2.ppm score: 0.182236 40: cherry_5.ppm score: 0.165967 |







































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Example Query - beach1 |
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Example Query - beach1 |
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-- Opening Database "../database" -- Calculating Histogram Similarties -- Query image: ../imgs/beach/beach_1.ppm Spacial flag: NO Color Space: OPP Similarity Metric: INT 1: beach_1.ppm score: 1 2: crater_4.ppm score: 0.609508 3: boat_3.ppm score: 0.5968 4: sunset2_4.ppm score: 0.549095 5: boat_4.ppm score: 0.543353 6: boat_5.ppm score: 0.541676 7: sunset2_2.ppm score: 0.541133 8: beach_2.ppm score: 0.536507 9: crater_3.ppm score: 0.520459 10: pond_3.ppm score: 0.51778 11: beach_4.ppm score: 0.508135 12: beach_3.ppm score: 0.507796 13: crater_5.ppm score: 0.503141 14: sunset2_3.ppm score: 0.499147 15: pond_1.ppm score: 0.483532 16: pond_5.ppm score: 0.476149 17: crater_2.ppm score: 0.473249 18: beach_5.ppm score: 0.466471 19: pond_2.ppm score: 0.463431 20: boat_2.ppm score: 0.459632 21: stHelens_3.ppm score: 0.434554 22: sunset1_5.ppm score: 0.423994 23: pond_4.ppm score: 0.407695 24: boat_1.ppm score: 0.401383 25: sunset2_5.ppm score: 0.398184 26: crater_1.ppm score: 0.386299 27: stHelens_2.ppm score: 0.384128 28: stHelens_4.ppm score: 0.382376 29: sunset2_1.ppm score: 0.341706 30: sunset1_1.ppm score: 0.328372 31: sunset1_3.ppm score: 0.314375 32: sunset1_2.ppm score: 0.298288 33: sunset1_4.ppm score: 0.295407 34: stHelens_1.ppm score: 0.277399 35: stHelens_5.ppm score: 0.276963 36: cherry_4.ppm score: 0.276445 37: cherry_1.ppm score: 0.257673 38: cherry_2.ppm score: 0.24832 39: cherry_3.ppm score: 0.240876 40: cherry_5.ppm score: 0.191133
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Example Query - boat_5 |
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-- Opening Database "../database" -- Calculating Histogram Similarties -- Query image: ../imgs/boat/boat_5.ppm Spacial flag: YES Color Space: OPP Similarity Metric: INT 1: boat_5.ppm score: 1 2: boat_3.ppm score: 0.863232 3: boat_4.ppm score: 0.706299 4: boat_2.ppm score: 0.57765 5: crater_4.ppm score: 0.444368 6: crater_5.ppm score: 0.414202 7: beach_1.ppm score: 0.390892 8: stHelens_5.ppm score: 0.346074 9: sunset2_4.ppm score: 0.324206 10: beach_2.ppm score: 0.321364 11: sunset1_5.ppm score: 0.306305 12: beach_5.ppm score: 0.293076 13: crater_2.ppm score: 0.269469 14: sunset1_2.ppm score: 0.267894 15: beach_3.ppm score: 0.26764 16: stHelens_1.ppm score: 0.263398 17: cherry_5.ppm score: 0.25862 18: sunset1_3.ppm score: 0.254183 19: sunset2_5.ppm score: 0.249606 20: crater_3.ppm score: 0.247262 21: stHelens_2.ppm score: 0.240723 22: crater_1.ppm score: 0.231673 23: beach_4.ppm score: 0.210964 24: pond_3.ppm score: 0.202731 25: stHelens_3.ppm score: 0.202145 26: stHelens_4.ppm score: 0.196559 27: cherry_1.ppm score: 0.196494 28: cherry_2.ppm score: 0.194967 29: sunset1_1.ppm score: 0.192331 30: pond_2.ppm score: 0.186807 31: pond_1.ppm score: 0.184326 32: sunset1_4.ppm score: 0.178327 33: boat_1.ppm score: 0.172393 34: cherry_3.ppm score: 0.164242 35: pond_5.ppm score: 0.164036 36: sunset2_2.ppm score: 0.152715 37: pond_4.ppm score: 0.135775 38: sunset2_3.ppm score: 0.127324 39: cherry_4.ppm score: 0.120501 40: sunset2_1.ppm score: 0.0971484
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Example Query - boat5 |
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-- Opening Database "../database" -- Calculating Histogram Similarties -- Query image: ../imgs/boat/boat_5.ppm Spacial flag: NO Color Space: OPP Similarity Metric: INT 1: boat_5.ppm score: 1 2: boat_3.ppm score: 0.874476 3: boat_4.ppm score: 0.755439 4: boat_2.ppm score: 0.657181 5: beach_1.ppm score: 0.541676 6: crater_4.ppm score: 0.503161 7: beach_2.ppm score: 0.500817 8: crater_5.ppm score: 0.468132 9: beach_3.ppm score: 0.414131 10: beach_5.ppm score: 0.398285 11: stHelens_5.ppm score: 0.396497 12: sunset2_4.ppm score: 0.395098 13: sunset2_5.ppm score: 0.389417 14: crater_3.ppm score: 0.367344 15: beach_4.ppm score: 0.363975 16: pond_5.ppm score: 0.334648 17: sunset1_5.ppm score: 0.334352 18: stHelens_1.ppm score: 0.325872 19: sunset1_2.ppm score: 0.324554 20: crater_2.ppm score: 0.311667 21: sunset1_3.ppm score: 0.310706 22: crater_1.ppm score: 0.310133 23: stHelens_2.ppm score: 0.30862 24: stHelens_3.ppm score: 0.283525 25: cherry_5.ppm score: 0.283483 26: cherry_2.ppm score: 0.273805 27: pond_2.ppm score: 0.262461 28: cherry_1.ppm score: 0.260547 29: pond_1.ppm score: 0.259264 30: sunset1_4.ppm score: 0.258063 31: sunset1_1.ppm score: 0.251901 32: cherry_3.ppm score: 0.24876 33: pond_3.ppm score: 0.242965 34: sunset2_2.ppm score: 0.238844 35: stHelens_4.ppm score: 0.234593 36: boat_1.ppm score: 0.224248 37: cherry_4.ppm score: 0.214733 38: pond_4.ppm score: 0.210804 39: sunset2_3.ppm score: 0.201133 40: sunset2_1.ppm score: 0.180967
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Example Query - cherry3 |
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-- Opening Database "../database" -- Calculating Histogram Similarties -- Query image: ../imgs/cherry/cherry_3.ppm Spacial flag: YES Color Space: OPP Similarity Metric: INT 1: cherry_3.ppm score: 0.891667 2: cherry_4.ppm score: 0.756563 3: cherry_1.ppm score: 0.70221 4: cherry_2.ppm score: 0.616885 5: cherry_5.ppm score: 0.48098 6: stHelens_2.ppm score: 0.315579 7: stHelens_3.ppm score: 0.295638 8: stHelens_1.ppm score: 0.292363 9: stHelens_4.ppm score: 0.278812 10: sunset2_5.ppm score: 0.277272 11: beach_3.ppm score: 0.239749 12: stHelens_5.ppm score: 0.234443 13: beach_2.ppm score: 0.220573 14: boat_1.ppm score: 0.218945 15: crater_3.ppm score: 0.215817 16: boat_2.ppm score: 0.207048 17: sunset1_2.ppm score: 0.203057 18: beach_4.ppm score: 0.199528 19: sunset1_3.ppm score: 0.197546 20: sunset1_1.ppm score: 0.187878 21: beach_1.ppm score: 0.185117 22: boat_3.ppm score: 0.181605 23: crater_5.ppm score: 0.180023 24: sunset1_5.ppm score: 0.179795 25: crater_4.ppm score: 0.17778 26: pond_1.ppm score: 0.174134 27: sunset1_4.ppm score: 0.165443 28: boat_5.ppm score: 0.164242 29: boat_4.ppm score: 0.16166 30: pond_2.ppm score: 0.159665 31: pond_5.ppm score: 0.157266 32: pond_3.ppm score: 0.155332 33: beach_5.ppm score: 0.137285 34: sunset2_4.ppm score: 0.127653 35: sunset2_3.ppm score: 0.0955664 36: crater_1.ppm score: 0.0948568 37: crater_2.ppm score: 0.0897266 38: sunset2_2.ppm score: 0.0779883 39: pond_4.ppm score: 0.0665332 40: sunset2_1.ppm score: 0.052028
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Example Query - cherry3 |
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-- Opening Database "../database" -- Calculating Histogram Similarties -- Query image: ../imgs/cherry/cherry_3.ppm Spacial flag: NO Color Space: OPP Similarity Metric: INT 1: cherry_3.ppm score: 0.891667 2: cherry_4.ppm score: 0.77585 3: cherry_1.ppm score: 0.766097 4: cherry_2.ppm score: 0.745153 5: cherry_5.ppm score: 0.520628 6: stHelens_1.ppm score: 0.365091 7: stHelens_2.ppm score: 0.351781 8: stHelens_3.ppm score: 0.327461 9: beach_2.ppm score: 0.317464 10: sunset2_5.ppm score: 0.314333 11: boat_2.ppm score: 0.309066 12: stHelens_4.ppm score: 0.295469 13: boat_3.ppm score: 0.288506 14: beach_3.ppm score: 0.276071 15: pond_5.ppm score: 0.275882 16: crater_3.ppm score: 0.272913 17: pond_2.ppm score: 0.267184 18: pond_1.ppm score: 0.26707 19: stHelens_5.ppm score: 0.264437 20: crater_4.ppm score: 0.257109 21: crater_5.ppm score: 0.253646 22: boat_5.ppm score: 0.24876 23: sunset1_3.ppm score: 0.244245 24: boat_4.ppm score: 0.24154 25: beach_1.ppm score: 0.240876 26: pond_4.ppm score: 0.23988 27: boat_1.ppm score: 0.239811 28: pond_3.ppm score: 0.237246 29: sunset1_1.ppm score: 0.233617 30: sunset1_2.ppm score: 0.225742 31: beach_4.ppm score: 0.220605 32: sunset1_5.ppm score: 0.192236 33: sunset1_4.ppm score: 0.188844 34: sunset2_4.ppm score: 0.181149 35: crater_2.ppm score: 0.162969 36: crater_1.ppm score: 0.152174 37: sunset2_2.ppm score: 0.148411 38: beach_5.ppm score: 0.147025 39: sunset2_3.ppm score: 0.146816 40: sunset2_1.ppm score: 0.085153
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Example Query - stHelens2 |
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-- Opening Database "../database" -- Calculating Histogram Similarties -- Query image: ../imgs/stHelens/stHelens_2.ppm Spacial flag: YES Color Space: OPP Similarity Metric: INT 1: stHelens_2.ppm score: 1 2: stHelens_3.ppm score: 0.842272 3: stHelens_4.ppm score: 0.775052 4: stHelens_1.ppm score: 0.74196 5: boat_1.ppm score: 0.625755 6: stHelens_5.ppm score: 0.55763 7: beach_3.ppm score: 0.544053 8: beach_2.ppm score: 0.483978 9: beach_4.ppm score: 0.469951 10: crater_1.ppm score: 0.376911 11: crater_3.ppm score: 0.33917 12: beach_1.ppm score: 0.335758 13: cherry_1.ppm score: 0.332301 14: cherry_3.ppm score: 0.315579 15: boat_3.ppm score: 0.304567 16: beach_5.ppm score: 0.300273 17: cherry_2.ppm score: 0.299984 18: cherry_4.ppm score: 0.296715 19: sunset1_3.ppm score: 0.273844 20: cherry_5.ppm score: 0.270352 21: crater_4.ppm score: 0.266074 22: sunset1_2.ppm score: 0.257493 23: boat_2.ppm score: 0.257201 24: sunset1_1.ppm score: 0.255732 25: crater_5.ppm score: 0.252829 26: sunset2_5.ppm score: 0.245094 27: boat_5.ppm score: 0.240723 28: boat_4.ppm score: 0.237813 29: pond_3.ppm score: 0.231631 30: pond_1.ppm score: 0.231387 31: pond_2.ppm score: 0.217321 32: crater_2.ppm score: 0.209561 33: pond_5.ppm score: 0.202513 34: sunset1_5.ppm score: 0.179346 35: sunset1_4.ppm score: 0.152552 36: sunset2_4.ppm score: 0.138516 37: sunset2_3.ppm score: 0.13068 38: sunset2_2.ppm score: 0.119681 39: pond_4.ppm score: 0.111475 40: sunset2_1.ppm score: 0.0904329
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Example Query - stHelens2 |
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-- Opening Database "../database" -- Calculating Histogram Similarties -- Query image: ../imgs/stHelens/stHelens_2.ppm Spacial flag: NO Color Space: OPP Similarity Metric: INT 1: stHelens_2.ppm score: 1 2: stHelens_3.ppm score: 0.870238 3: stHelens_4.ppm score: 0.81498 4: stHelens_1.ppm score: 0.814297 5: boat_1.ppm score: 0.666182 6: stHelens_5.ppm score: 0.581074 7: beach_3.ppm score: 0.548092 8: beach_2.ppm score: 0.517604 9: beach_4.ppm score: 0.480443 10: crater_3.ppm score: 0.451475 11: crater_5.ppm score: 0.438636 12: crater_4.ppm score: 0.438542 13: crater_1.ppm score: 0.403135 14: boat_2.ppm score: 0.389362 15: beach_1.ppm score: 0.384128 16: cherry_4.ppm score: 0.373288 17: cherry_1.ppm score: 0.372803 18: boat_4.ppm score: 0.371995 19: pond_5.ppm score: 0.362741 20: beach_5.ppm score: 0.360387 21: cherry_2.ppm score: 0.358906 22: pond_2.ppm score: 0.35734 23: boat_3.ppm score: 0.357119 24: pond_3.ppm score: 0.353447 25: cherry_3.ppm score: 0.351781 26: pond_1.ppm score: 0.347601 27: crater_2.ppm score: 0.326579 28: sunset2_5.ppm score: 0.324036 29: sunset1_3.ppm score: 0.323822 30: sunset1_2.ppm score: 0.31167 31: pond_4.ppm score: 0.311553 32: boat_5.ppm score: 0.30862 33: sunset1_1.ppm score: 0.305954 34: sunset2_3.ppm score: 0.294202 35: cherry_5.ppm score: 0.29207 36: sunset2_2.ppm score: 0.282109 37: sunset2_4.ppm score: 0.276468 38: sunset1_5.ppm score: 0.255413 39: sunset1_4.ppm score: 0.197757 40: sunset2_1.ppm score: 0.151842
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Example Query - Sunset1_2 |
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-- Opening Database "../database" -- Calculating Histogram Similarties -- Query image: ../imgs/sunset1/sunset1_2.ppm Spacial flag: YES Color Space: OPP Similarity Metric: INT 1: sunset1_2.ppm score: 1 2: sunset1_3.ppm score: 0.931813 3: sunset1_1.ppm score: 0.84874 4: sunset2_4.ppm score: 0.531338 5: sunset1_4.ppm score: 0.519831 6: sunset2_5.ppm score: 0.428568 7: boat_2.ppm score: 0.418164 8: sunset1_5.ppm score: 0.398724 9: sunset2_3.ppm score: 0.337803 10: sunset2_2.ppm score: 0.325365 11: beach_3.ppm score: 0.321364 12: beach_4.ppm score: 0.301081 13: boat_4.ppm score: 0.275007 14: boat_3.ppm score: 0.270706 15: boat_5.ppm score: 0.267894 16: stHelens_2.ppm score: 0.257493 17: crater_5.ppm score: 0.250111 18: beach_2.ppm score: 0.248783 19: crater_4.ppm score: 0.24027 20: stHelens_3.ppm score: 0.215762 21: stHelens_1.ppm score: 0.2082 22: cherry_3.ppm score: 0.203057 23: crater_3.ppm score: 0.197087 24: cherry_1.ppm score: 0.195635 25: pond_2.ppm score: 0.189655 26: crater_2.ppm score: 0.185924 27: beach_1.ppm score: 0.185726 28: cherry_2.ppm score: 0.182337 29: cherry_4.ppm score: 0.18083 30: sunset2_1.ppm score: 0.175902 31: stHelens_5.ppm score: 0.173786 32: stHelens_4.ppm score: 0.163252 33: cherry_5.ppm score: 0.162057 34: crater_1.ppm score: 0.159411 35: beach_5.ppm score: 0.155163 36: pond_3.ppm score: 0.141266 37: boat_1.ppm score: 0.136442 38: pond_4.ppm score: 0.129092 39: pond_1.ppm score: 0.122197 40: pond_5.ppm score: 0.112656
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Example Query - Sunset1_2 |
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-- Opening Database "../database" -- Calculating Histogram Similarties -- Query image: ../imgs/sunset1/sunset1_2.ppm Spacial flag: NO Color Space: OPP Similarity Metric: INT 1: sunset1_2.ppm score: 1 2: sunset1_3.ppm score: 0.937555 3: sunset1_1.ppm score: 0.850065 4: sunset2_4.ppm score: 0.623135 5: sunset2_5.ppm score: 0.583926 6: sunset1_4.ppm score: 0.570163 7: sunset1_5.ppm score: 0.489668 8: boat_2.ppm score: 0.469785 9: sunset2_2.ppm score: 0.40766 10: sunset2_3.ppm score: 0.404548 11: boat_4.ppm score: 0.365462 12: beach_3.ppm score: 0.36304 13: pond_4.ppm score: 0.361201 14: crater_4.ppm score: 0.355586 15: pond_2.ppm score: 0.344482 16: crater_5.ppm score: 0.336523 17: pond_3.ppm score: 0.327298 18: boat_5.ppm score: 0.324554 19: sunset2_1.ppm score: 0.323333 20: beach_4.ppm score: 0.314954 21: crater_1.ppm score: 0.314505 22: stHelens_2.ppm score: 0.31167 23: crater_3.ppm score: 0.302298 24: boat_3.ppm score: 0.301377 25: beach_5.ppm score: 0.301286 26: beach_1.ppm score: 0.298288 27: pond_1.ppm score: 0.293382 28: stHelens_1.ppm score: 0.275928 29: pond_5.ppm score: 0.274453 30: beach_2.ppm score: 0.27109 31: stHelens_3.ppm score: 0.263174 32: crater_2.ppm score: 0.257715 33: cherry_1.ppm score: 0.254434 34: stHelens_5.ppm score: 0.24651 35: boat_1.ppm score: 0.238021 36: cherry_2.ppm score: 0.234971 37: cherry_3.ppm score: 0.225742 38: stHelens_4.ppm score: 0.214245 39: cherry_4.ppm score: 0.214036 40: cherry_5.ppm score: 0.202656
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Clean up Google Image Search
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-- Opening Database "../google_db/" -- Calculating Histogram Similarties -- Query image: ../imgs/beach/beach_1.ppm Spacial flag: YES Color Space: OPP Similarity Metric: INT 1: img9.ppm score: 0.279811 2: img14.ppm score: 0.263708 3: img1.ppm score: 0.216214 4: img20.ppm score: 0.215426 5: img3.ppm score: 0.150371 6: img7.ppm score: 0.149492 7: img10.ppm score: 0.146764 8: img2.ppm score: 0.13972 9: img5.ppm score: 0.134408 10: img13.ppm score: 0.133278 11: img12.ppm score: 0.112913 12: img18.ppm score: 0.0927083 13: img15.ppm score: 0.0843522 14: img16.ppm score: 0.0834277 15: img4.ppm score: 0.0769954 16: img8.ppm score: 0.0741113 17: img19.ppm score: 0.0449479 18: img17.ppm score: 0.0430046 19: img11.ppm score: 0.0262077 20: img6.ppm score: 0.0180208 |
Analyzing Performance |
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S= Spacial C = Color space S = Similarity metric
SP C s Test 1: NO RGB SSD Test 2: NO OPP SSD Test 3: YES RGB SSD Test 4: YES OPP SSD Test 5: NO RGB INT Test 6: NO OPP INT Test 7: RGB INT NO Test 8: YES OPP INT
Test 2: Spacial = NO Color Space = OPP Similarity Metric = SSD appers to be the best test for all data sets.
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