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serialize Json to Simon-ARC-RLE-Image
[[0,6,0,0,3,0],[8,0,0,0,0,0],[3,0,3,0,0,0],[3,0,0,4,0,3],[3,0,0,6,7,0],[2,0,0,0,6,0],[2,0,0,0,6,0],[2,0,8,7,6,0],[2,0,0,7,0,6],[2,0,0,7,0,6],[3,0,0,7,0,6],[6,4,4,0,6,8],[0,1,7,4,6,3],[8,1,7,0,0,3],[0,1,7,3,0,0],[0,1,0,3,0,0],[0,1,0,0,0,6],[3,0,0,6,0,6],[3,0,0,0,0,8],[0,0,8,0,0,0],[0,0,6,0,3,0]]
6 21 06a030,8d0,303b0,3a0403,3a0670,2b060,,208760,2a0706,,3a0706,6a4068,017463,817a03,0173a0,0103a0,01b06,3a0606,3c08,a08b0,a06030
With SIMONSARCRLEIMAGE, 3x3 area, where all pixels have same color as center
10 16 8,,c89d8,b893a9b8,a898384a18,8983814b8,828314c8,823a84c8,,820a84c8,a80b84b8,a8c984a8,e8a948,8,,
10 16 0,0a1b0b10,01e010,0,,,g010,f0a10,,g010,0,,,0c1d0,0g10,0
Histogram after deserializing SIMONSARCIMAGE
16 17 5,,h52e5,f5a29b2b5,d5a259b58b5,b5a2a59c58b5,b56a59c58c5,b5659d58c5,b569e58c5,b56f58c5,i58d5,c5a2a5a8e5,c53528g5,c53j5,d53i5,,
5:234,2:13,8:10,9:6,3:5,6:4
process SIMONSARCIMAGE and return histogram
17 5 a6264e64b642,4e6d4a6a26,6246f8b4246,a646264c6b8b4,b6464646264d6
6:44,4:23,8:10,2:8
SimonsRLEImage, 3x3 area, how many neighbors have the same color as center
5 5 b242,a24a2,,b2a4,2
5 5 34312,56254,56243,57621,35431
Simons-ARC-RLE-Image, identify pixels where exactly 7 neighbors have the same color as the center pixel
5 16 a2b5,2b52,a5352,23135,53125,36312,03215,03251,0b21,052a5,a52a5,5,a5a25,5,52b5,5
5 16 0,,,,,,,,,,,,01b0,0,a01a0,0
Histogram of deserialized Simons-ARC-Image
16 5 c858a5a7b6585,858a6b785e8,a8507a68e585,c585b6a58c5,a8a5b85a68a58a5
5:33,8:28,6:12,7:6,0:1
SIMONARCRLEIMAGE rotated halfway
5 10 4,a59a4,87495,,1b59,58b4,5a8a4,45845,548a4,4
5 10 4,a4845,54854,a4a85,b485,9b51,59478,,a49a5,4
Process SimonsRLEImage and return the histogram
10 9 2424c242,42b42b42,012c42a4,41d4202,43f24,04a142a424,a421a42b4,b4a12c4,b4014a204
4:48,2:28,1:8,0:5,3:1
With SimonsRLEImage, where 1 neighbors have the same color as the center pixel
9 12 84f8,f868,b83a83a8,3f83,484868636,e8463,86f8,d8a6a8,86a81a846,8641c84,a8186c8,81c8636
9 12 0,,,g01,e0101,g01,0,d0a1a0,01a01a010,01e01,0,01f0
convert SimonsArcRleImage to Pixels
12 16 a81848481a84,b8a14d81,a84a81a8b10,c81b81a80,8481c84a80,b81d8a10,1a84f80,81f8180,1848b1c80,a8a14d848,b8481a48184,c81a84a841,1a8184e8,g84818,b8481d81,b84a8141848
881848481884,888114888881,884881881110,888818881880,848188884880,888188888110,188488888880,818888888180,184811188880,881148888848,888481448184,888818848841,188184888888,888888884818,888481888881,888488141848
Rotate counter-clock-wise SIMONSARCIMAGE
16 17 9,,,g92f9,f932f9,b96a9392f9,c963a92f9,b936b92f9,a93a56a92f9,d96a92f9,e9692f9,,f962f9,,g96f9,9,
17 16 9,,,,,,,b9j26a9,c93f9a6b9,d93c9a6d9,e939a6f9,e9a65g9,d96935g9,g93g9,9,
process SIMONSARCIMAGE and return the cw rotated
17 14 3,g34g3,e3a94g3,c3a9a34g3,a3a9c34g3,g34g3,,,,,,3,,
14 17 3,,h39c3,,i39b3,,j39a3,,b3i43,3,,,,,,,
SimonsArcRleImage, 3x3 area, how many neighbors have the same color as center
14 8 d60d6060,a60b60c68a6,b68506d068,a6c160868608,68a50b1a060a6,a6a506a8a186a8,a65b8e6a8,c656808d6
14 8 3c4134a53020,5705a43b530a3,564a01b3b231,4512a313010321,40a31a3a213131,c4a1212104a3,56212a323465a3,34310a1a045431
Histogram of Simons-ARC-RLE-Image
8 8 a7171371,b173a71,7a473a17,71a34171,a7a31a41,a7a31b7,173b717,1b737a1
7:28,1:20,3:11,4:5
Histogram of Simons-ARC-Image
8 14 d41a4,,4a2491a4,b429414,c49214,b49a414,b49c4,,a49d4,,4,,,
4:94,9:8,1:6,2:4
FlipX Simon-ARC-RLE-Image
14 10 e40a42c4,c40e4042,b42f42a4,a42f40424,a40j4,h4a0a42,f4a0b4a0,0c4a0d404,b4a0c4240a4,a40h424
14 10 c42a40e4,240e40c4,a42f42b4,4240f42a4,j40a4,2a4a0h4,a0b4a0f4,40d4a0c40,a4042c4a0b4,42h40a4
With SIMONSARCRLEIMAGE, 3x3 count neighbors with same color as center
10 7 6c9a36a9,9a4c9a39,6a978a9b4,a3a983c9,a97a9d3,9d3a939,a3e939
10 7 023a4120a2,2a1b53212,03401a5121,a15412a321,23032a4a32,2a32a34341,231a2343a1
SIMONSARCRLEIMAGE, 3x3 area, how many neighbors have the same color as center
7 13 a17c1,,4a17b1,1417b1,a1a47a1,c14a1,1,,,,,,
7 13 a313a53,4525785,1542685,3232475,46a2165,5764165,5a8b75,5d85,,,,,3d53
Histogram after deserializing Simon-ARC-RLE-Image
13 13 98a9509b0a90,598f9089,8178a959095a9,98178d9059,9a8798a185908,a9897080a1909,05087a9895b9,9a09750a8b90,b90879b0959,909c0a9a095,b0g909,09a0c9a05a9,09595a98a9590
9:81,0:40,8:20,5:15,7:7,1:6
Convert SIMONSARCIMAGE and return histogram
13 8 a0909e190,d09a0a1b0,e8a159b0,01b010a9a090,010a19a090909,091e09090,a0909d0909,0909a0909c0
0:58,9:23,1:16,8:6,5:1
Histogram of SimonsArcRleImage
8 19 4c9a14,9141c9,1a4a9494,b94a949,b949a14,91e9,a494c9,91a91949,4d919,a94a9141,94e9,1494c9,9a1d9,9,94b9141,941a94a9,94d91,a9a1c9,91c9a1
9:101,4:26,1:25
Simon-ARC-RLE-Image, 3x3 area, how many neighbors have the same color as center
19 10 4a84b9a71a84a84a81,8484b8f9a84a8,8a41a417a1c8c98,4147a484a1b81a7a14,714a7417c8178a1a8,81478a4a1c81a8148,4847a14a8a181e8,1847b8181841b87a8,a8418484d84148a4,87a8181f87a1a4
19 10 132a1a2a10a10231a30,2323121f243143,1a4043a0b3543b212,a132a4a0a3675121320,0a2a341025a721234a2,a1230a3a256542a5204,0b2a12b3242576a54,03212430424014a5053,34a1404057a650102a3,20a212034b542021a3
With Simon-ARC-RLE-Image, 3x3 count neighbors with same color as center
10 15 2,,,,,,,,f2b8,b2c8b2,a28f2,2,,,
10 15 3g53,5g85,,,,,,5d87653,5876b5a21,576c2a53,571b56785,5b7d85,5g85,,3g53
Convert SIMONSARCRLEIMAGE and return the transposed
15 17 368b6c8d6,638c38b6a3a6,a8g686868,6a83a68369a6368,a6b1683636a8a6,b5a7c18b686,c68a736b1363,c6868a768a6a3,a6a8a63a8a7a636,8c68c68a786,c68b6a83b63,b68c6836a8a6,6b8b68b6c8,c63868a6863a6,a6a8638a63683a8,c68d636b8,a63636b8c686
17 15 368a65b68f6,63a865e68c6,a86815a68b686863,636317a68a6a868a6,63a617a8a68a63683,63b617a68b683a6,836a81783d6868,a86a31378b6a8a68,8c616786a8c68,8a6938167683a63a6,a68b618783a68636,63a6861a676a868a6,6383863a676a8a386,d686a38a686b8,a6a8a6a3a63686a86
Compress-XY simons-arc-image
17 6 4a63646d46b46,4a364a6a4d6b4,4a646a4646c4a64,a4b646b46464a64,464646a46a46a4b6,4b6464a64f6
16 6 4a63646d46a46,4a364a6a4d6a4,4a646a4646c464,a4b646b4646464,464646a46a46a4a6,4b6464a64e6
histogram of SIMONSARCIMAGE
6 15 d73,c737,7b3a7,,793b7,,79a3a7,797372,79a727,397237,692b5,625b7,6d7,7,
7:56,3:15,9:7,2:5,5:4,6:3
Process Simons-ARC-RLE-Image and return the histogram
15 9 6,,0m6,60l6,,a60k6,6,,
6:131,0:4
With SimonsRLEImage, 3x3 count neighbors with same color as center
9 7 0,d05b0,c05c0,b065c0,a065d0,065e0,6g0
9 7 3b5b453,5a8761785,587525785,575126a85,45a257a85,32157b85,1234c53
histogram of SIMONARCRLEIMAGE
7 7 7,,,,,,
7:49
Histogram after deserializing Simons-ARC-RLE-Image
7 6 0,03d0,a03c0,b03890,0a4a190,0a1b68
0:26,1:4,3:3,6:3,4:2,8:2,9:2
Rotate clockwise SIMONSARCIMAGE
6 8 0,,0a79a0,b0b7,0,,,
8 6 0,d07a0,,c079a0,c07b0,
histogram of deserialized SimonsRLEImage
8 10 d5275,a57c57,750b575,a50a3a57,a50c57,5750a525,57507527,b50b57,b572b5,7a52c5
5:53,7:14,0:6,2:5,3:2
Convert SIMONSARCRLEIMAGE and return histogram
10 6 e4a6a4,a46d464,6d421a4,4a67a26416,a4a2d41,a45b4a646
4:38,6:12,2:5,1:3,5:1,7:1
process SimonsArcRleImage and return histogram
6 16 a43b4,3d4,b43a4,3c43,a3b43,b3b4,b4343,a4a343,a34643,434634,434364,a43464,3b436,3c46,d40,b4340
4:60,3:28,6:6,0:2
Rotate clock-wise SIMONSARCRLEIMAGE
16 10 5a858585a8b58a5,e85b8584b8,8c584g85,5a85c83a8a5854,a85454b834b591,b5c85a838a951,585a85848593a818,8585c8a9543518,a8a5a8a98a5853a8,a8a5a9a5854a8a58
10 16 b8a585a85,a8585a85a8,a58b585a8,b5a84a585,9c8585a8,9a8584b85,59d8458,59845c85,a89b83b8,a59583c8,4a5934a8a5,a8438a5a85,85389a5845,535895c8,58a1595a85,c8a14585
Histogram of deserialized SIMONSARCIMAGE
10 9 a97d979,97g9,b9b7a9a7,c93a97a9,c97392a9,c97932a9,c97a9327,f9739,g973
9:66,7:15,3:6,2:3
SIMONARCRLEIMAGE transposed
9 14 4b34a343,4d34a3,3434d3,c34c3,3,b314b61,c3c13,a3430a143,d301a3,34a343043,34a348303,a4b38303,b348a310,c3b1a3
14 9 a4h34a3,a34e3b4a3,f34e3,a34a31e343,4a3434103a4381,d36a103a831,34b36b10b31,4c361434a013,d31e303
With Simons-ARC-RLE-Image, Number of neighbors with same color as center
14 9 5a8c58b5a85,8585a858c585,a5a858b5b8a5,a5a89a8b586a5,d5a9a586b5,58585a72a68a69,a5a850969a6859,b8a50a58a9598,a8c58b58a98
14 9 13a2a321354a21,134a3241564b3,b45143a62a354,56a31a2a634165,46a4a213423243,41423a103423a1,235a310a1a3a12,354a51a30a2131,342a430a310321
Histogram after deserializing SIMONSARCIMAGE
9 11 1g5,514153a53,54a53a5a4,5a1b5414,b515a353,3a596c8,c5a9b6,4a531a953,53c59a1,d51b5,31a54c5
5:54,1:12,3:11,4:8,9:6,6:4,8:4
Histogram of SIMONSARCIMAGE
11 9 10101051b0,a0101591905,a01505151a5,a01502a0a10,10a19281a50,10121283259,15192628a50,19a1062a059,01a05021b0
0:33,1:27,5:17,2:9,9:7,8:3,6:2,3:1
Histogram after deserializing Simon-ARC-RLE-Image
9 20 a18a18a18,818e1,5b15a181,b181a8a1,151815a18,f185,85a818a15,c1a8a18,d15a18,b1818b1,515a1a285,58b10120,181850108,18c1081,181a8a081,a18b10a1,a151a5018,a15d18,1515a18a1,8c18b1
1:110,8:39,5:19,0:9,2:3
With SIMONSARCIMAGE, Number of neighbors with same color as center
20 18 6,,,,,,j69g6,,j691f6,k69f6,i6a391e6,j65913a9b6,j62951d6,i62a961d6,i62a69e6,l69e6,,6
20 18 3q53,5q85,,,,5h8b7e85,5h8616e85,5h85247d85,5h86206d85,5g875a247c85,5g87a121456785,5g8740a20a1785,5g874130236785,5g86a23216b85,5g861a4257b85,5g8b7525c85,5j8616c85,3j5b4c53
Histogram after deserializing SIMONARCIMAGE
18 13 a9e696a969c6,d69b6969a6b96,969b6a96969e6,969a6a9b691696969,6a969a69b610b6a9,a969b696b9109a19,j69a10969,6a96969a692161a6a9,969f629616969,d6a9a6929769b6,6a96a96a9a6279a6a9,f696967c6a9,a6b96c9a69a69a6
6:131,9:83,1:10,2:4,0:3,7:3
SIMONSARCIMAGE, 3x3 area, count neighbors with same color as center
13 6 a4646a414b64,b6464a6a4674,b4c8a9a764,64612g0,b6a48260c4,b4640610a4a6
13 6 a12a1a20a2321,13a212a1a2412,2a31a2c12a1,232a012b3a21,24a32a0143431,1a212010134a1
Process simons-arc-image and return the histogram
6 12 494a24,94a9a2,42a929,92a428,2a4a78,2a7982,243189,a938a2,494349,245b9,a25242,a95a29
2:21,9:20,4:15,8:5,7:4,3:3,5:3,1:1
SimonsRLEImage, 3x3 area, how many neighbors have the same color as center
12 17 a79c793b7,73a7a9a373a9,c3939a3739,3739b37a397,3a973a79a7a9,397a97a93737,73a97c9a38,7979a73a9768,93a979a3a989,3737a3a04687,397b09478a9,739317346879,a79317478b3,973974768b9,7a93713893a9,9a793718a9a3,93b7319b79
12 17 230a3210b21,2b32a3423a2,354a341a5123,3032a432b30,a241a2323b2,2314a3a51a20,a154a3564321,1304a32a5a02,123230323a20,2a121a2a1020,2121a2020b2,212b1020202,a3a213212121,13b21202343,2a3a21023153,2a31b21a321,10a32c1210
With Simon-ARC-RLE-Image, 3x3 count neighbors with same color as center
17 15 2d10a12012c1,e1010d12a1,e12c10d1,12c12c1910b1,12e1021970b1,e146b17902a1,b12b1a467290b1,d12101767a0b1,c101a0a1a470a12,i10147012,a10g10140a1,i10b1071,a10d1a0c1017,d10g10a1,c12h1021
17 15 04b53123a0303a43,47b85140b5a6075,4a7a8514a7605a675,316a8615a64121685,316a8654a04212475,476b71023c2075,5870a632a13013475,5876503a2a12a3574,5a8705a2541a23451,5a767b6761a21241,5707d8652412a3,5b6b87652a64213,570d7126785231,5a7a60a7a67a852a3,3a54034e53102
histogram after deserializing SimonsArcRleImage
15 16 b43a4a343141a4,b4a3a4a13d4,3d4341343b4,d43034341a41,a4341403c41a4,a41a303a41a43a4,4a3a4064a3d4,13a40a4643c43,43430a436a3a434,143034a26a43a41,434b24646a3434,3c4146436a431,a43b463a436413,4a314c9436434,413e4b9614,b4a34b3e4
4:132,3:57,1:20,6:12,0:7,9:7,2:5
SIMONARCIMAGE, identify pixels where exactly 7 neighbors have the same color as the center pixel
16 15 a8a080e80b8,8a0g868030,80a3a0a83a0b830,3c8060b8083a8,86b8a0a8a089b3,38a08026380983a8,06a0a623a8908368,8083828a098a03a8,c80280930a8383,803020a9a80806a3,08082906383a8038,80329a8080c838,8369863a83a80838,0a80303b86b830,80683c8a063b8
16 15 0,f01g0,0,,,,,,,,,,,,
histogram of Simons-ARC-Image
15 16 b54594959a5495,b54a5a454594a9,59b59a59a49595,94b54b54b545,4a54a9b59b549,5b9b54c5495,b59a465a9b5a4,4a9a594645459a5,94c94965a9549,595949a56545954,a594a5964645454,b5b456a9659a5,54945964b56545,b595c8456a54,59a5454a5b86a4,45a9c54a59549
5:113,4:54,9:54,6:12,8:7
process Simons-ARC-RLE-Image and return the transposed
16 19 a21617a5a1612176,71616b1b517b1,a2a1716a171b5a1,a616717617c158,7a1a712a1a7b187,171a7672b1728a1,a7a1217a2a128217,a76a16a12a189216,712b12b7819276,7b1216a1e67,72f626a1272,61702a7862921727,1602178761971b2,a701786a19a621a2,10a78a1279712126,1068a161c7b17,7087176c1712a1,081717a2717a1627,07c1716a12b17
19 16 272671d7617a17a0,21261b7a12167b087,16d162167a0768a1,6a16a7c1602178a71,16c72a1262178c1,7c1616a16a78a1a71,51672a712a67861a627,5a161a217168712a121,15c1a271b61a7176,15b7b176a21a97b1,65a17b18a6a96a7171,a15a17281612761a712,275a128a96b1a2c1,a15a18b26272b1261,7a158b1767c2a121,6a18717a6727a2671a7
SimonsArcRleImage, 3x3 area, how many neighbors have the same color as center
19 16 191919a6b191b9a19,9c19a1b69a19b19,a91a9d19b61a9a1,191b9191919a167a91,919a191919b1a7a9a1,b9a19c1a97a9c1,1919b1a919719b191,19c19a1a715a9b19,c1c97a195a91b9,a1b9a171a9a1b9a19,a9b1a7a9191b9c1,9b17a19195b19c1,b97a9a19159a1b919,1a719a1a951a91b919,79a19a1a95b9191b9,c1i9a1a91
19 16 a1302a1b2a1a232431,3a453245d2343a51,a34354564a3b2b343,143453414231a3a1534,32a4b3142343a2a354,354a5145a43b234564,1431a65213a21436713,31565a423b21a4a5a3,4654343a2a3a1563243,352a321a2b32a64542,235a4b242342a54a74,42a42d3135343a64,231b25a4b25a46341,0b2345a42154347513,1054b3a61576232563,13432a3c454a32340
Simons-ARC-RLE-Image, 3x3 area, how many neighbors have the same color as center
16 18 e6a3g6,f62b3d6,f62b6b3a6,g62d638,g62c6a86,h62a68b6,h6268c6,h6a8d6,g6862d6,f68b62c6,d6a8c62c6,c68f62b6,b68g62b6,6a8i62a6,8k62a6,m626,6,
16 18 3c54121234b53,5c8741b2a5675,5d862345b253,5d875267643a1,5e8625a76b2,5e8752562564,5f851326785,5e875a257a85,5d87624157a85,5b87652a6526a85,5a876a2678625785,58762567a8752685,465267d862575,3a267e875265,1567g86254,47i87614,5k8a74,3m53
Simons-ARC-RLE-Image, identify pixels where exactly 8 neighbors have the same color as the center pixel
18 11 2393a2d8a2a9a23,239c29392c80a2,3239a2b92923a0232,2a9329b2b90a23a2,2329c32b6b93a2,b3e6293923a29,a2523a0293a2a9b29,259a0a392929239a23,9509a2a329a23a23a2,59b329a2a92b9a29,b9b39329a3e2
18 11 0,,,,,,,,,,
flipx simons-arc-image
11 8 b7b5d7,78a7a8598a7,b78729c7,a87272a7287,b7a986b78,8d6d7,398782d7,3d78a787
11 8 d7b5b7,a7895a8a787,c79278b7,782a72727a8,8b768a9b7,d7d68,d7287893,78a78d73
Histogram of Simons-ARC-RLE-Image
8 15 7b5c7,0a567578,60a75786,67056787,a57078a5,560578a5,0a708565,c756a7,a7685757,b7a5756,575a7a57,658765a7,09b7560,980b750,90a70b7
7:50,5:32,0:13,6:13,8:9,9:3
histogram after deserializing Simons-ARC-Image
15 14 b2895282c8a5,52829c8a29b2,92b82525c259,98258252b52952,b25f298a9,a2a5a29c25a85,8525b28a2a8582,252c5a2a8a282,8282528a25a2b8,1b2582a5252858,12a85b28d52,9852a5295e2,b25c289a5a25,8c2525a285859
2:98,5:51,8:44,9:15,1:2
Convert SIMONARCIMAGE and return histogram
14 18 a9393b9393a93,39393c9a3a93,a9a3a9a3b9b3,b393b9a3a9a3,39393h9,3c93d9393,39393c9b393,a93d9a39a39,b9a39c3c9,f9a3b939,c939c3a9a3,939a3a939393a9,a9a3b9393c9,c939393c93,a3a93e9a39,9c3a93b9393,b39a3e939,b9393939a39a3
9:152,3:100
SimonsArcRleImage, 3x3 area, how many neighbors have the same color as center
18 19 a86c80a6g8,080a86a86a8686a808,8a6805b80a8b68a0,6d808a0c86b8,56a8a68a086b86868,e8686b8a6b80,8a0a5a86a80856c8,68086b8068a0b860,c0f85a0a6a8,580a86b85a8580b8,a6b85d85080b8,86e85d86a80,e8058b0865868,a86a86b856a8686a8,86a85d860e8,c80806b86868680,0c8a686b80b8a5,6856c8a6c80a68,86e85b80d8
18 19 a203a430a2343c42,030450a5245143a5a2,a215a0a542563434a2,23a5431a435a6b352,01a7124b30a642503,2d4231464235a60,3a2a1562a413026752,01510676a04a324510,1a4356a7a541a31253,013a50687053212475,a2576067b61031574,a26876a515b431460,4a6a76014121520413,461a60565013414164,4165045a6520464654,36760302a651406040,056a512a35a60543a1,14a0b64a27a650a12,a1234a5302a40a3232
Simons-ARC-RLE-Image Compress-Y
19 11 a82o8,b8a2m8,b8b24b84g8,812f84g8,81p8,a81b81b85g8,a81b818a5h8,b818685j8,b8186l8,c86m8,
19 10 a82o8,b8a2m8,b8b24b84g8,812f84g8,81p8,a81b81b85g8,a81b818a5h8,b818685j8,b8186l8,c86m8
Histogram of Simon-ARC-RLE-Image
11 20 2,26h2,265g2,a26g2,a265f2,2625f2,a1h2,a21g2,2,,,,,,,,,,,
2:209,6:5,1:3,5:3
convert Simons-ARC-Image and return the flipx
20 5 89a80980808a69d89,8c386a8696a9a80809,b9a8a9a898968a9c8,98089a8a98696a89b89,8a9a8a6a89a8989a6968
20 5 9d89a68080890a898,9080a8a9696a868c38,c8a986989a8a9a8b9,9b89a86968a9a898089,869a6989a89a8a6a8a98
histogram after deserializing simons-arc-image
5 8 1a343,16a36,61634,a86a3,34a63,3,b3a6,46b3
3:21,6:10,4:4,1:3,8:2
SIMONARCIMAGE, 3x3 area, count neighbors with same color as center
8 19 8c2b8,a26d2,b28c2,c28282,284d2,242a8282,4a8a28a2,b262a82,2,a28a28a2,c28a28,e282,8268c2,8f2,26b28a2,28d28,a2a68a26,a2b6b2,a28a28a2
8 19 03b4121,460b653,5761a674,46a51604,30145463,1c2514,a1243a43,3a505a24,57a6b54,570a6164,5a761a51,4a65a613,15a0b74,145a6a75,20687064,304a5650,45340a60,a5342564,a3012043
Histogram of deserialized simons-arc-image
19 15 b20d2a0g2,p202,b20n2,d20b20h2,l20d2,e25b2020e2,0d25f2a0b2,0c25j202,d25h20b2,c250l2,2a025m2,a2a7c20h20,07l20b2,0e2a0i2,o2a02
2:248,0:28,5:6,7:3
Compress Y SIMONARCRLEIMAGE
15 14 4,,,,,,,,,,,,,
15 1 4
Process SIMONSARCRLEIMAGE and return the histogram
14 11 5e85e8,b8a5h8,i8a5a8,e85f8,d85d85a8,d8a7a85a838,f8a7a8385,h8a7a85,b85d85c8,8,h85c8
8:131,5:15,7:6,3:2
SimonsRLEImage, where 6 of the 3x3 neighbors have the same color as the center pixel
11 7 1,,d1a28b1,e1a6b8,d16d1,1,
11 7 0,d0101b0,0,c01e0,0,,
Transform Simons-ARC-RLE-Image to pixels
7 10 51d5,b51b5,e51,51b5a1,d5a1,a5a0a51,5150a51,a503b5,a50c5,1501b5
5155555,5551555,5555551,5155511,5555511,5500551,5150551,5503555,5505555,1501555
Convert string to Simon-ARC-RLE-Image
552045,555144
6 2 a52045,b51a4
With SIMONARCIMAGE, where 2 neighbors have the same color as the center pixel
6 9 171a71,c171,a13b1,a12a37,172319,1a2819,127897,12a191,717171
6 9 1a0a10,c010,d01,c010,b01a0,1c01,1b010,1a01a0,0101a0
With SIMONSARCRLEIMAGE, Number of neighbors with same color as center
9 11 080b8087,08b7a8a0,8a787c8,a8704b30,7b84a6a8,a8074a878,87a840b8,87848b08,878487b8,076480808,7b8b2a8
9 11 a101a3a10,123425621,a34023431,3420a1210,05412a132,35a0a2404,31a3a2353,a23b2314,121a20253,020120304,a1a212132
Histogram of deserialized SIMONSARCIMAGE
11 12 4b13b1341,6d146b1,13c13a131,4b12d51,6a162b1614,3a142614614,a1362a16a14,b12c1641,a142b13141,b121341a41,141f01,b141416a13
1:74,4:18,6:11,3:10,0:7,2:7,5:5
Histogram after deserializing SIMONARCRLEIMAGE
12 15 4a6565465a64,b45c46465,b4a646a5605,a5459d706,b549a465076,a6a595646076,a4b54640476,565945450575,a469b5054a6,54694645b65,546e86a5,45456a45b45,a6a5b65a464,45646a54b65,646c546454
5:53,4:51,6:48,7:9,0:7,8:6,9:6
With SIMONSARCIMAGE, Number of neighbors with same color as center
15 20 9369396c9a6a9,e96e969,91c96b9a6a93,e9696a96169,93a93196a93a919,3e96d963,396919693e9,c90d5a9a39,a91906a939a6a96,a9a10b91a93b9,c90a9a41a3b9,b9c4961b969,b9a019391a9196,3190d9a196a9,b90b96a91a969,9360e91c9,b909b696a9196,b90i93,1a90b93a91c9,g9a6a9619
15 20 2a030213a541232,3a567425875a413,407a852476a2340,3a6764241542102,31a7a04356053a1,246a5a4256a76a0,1505031205a7542,4563a1b21a5a13,56b204303a1450,56b24641b2574,575213521b2574,5861b23023a513,364a2040a345041,a04a36564a34143,24a258706434614,4a02464b515653,4632412160a6050,4752464a5b6750,07616870a50a653,2c4543a1a3a02
process SIMONARCIMAGE and return histogram
20 16 45a45g45d41,a45a45d4a5c4215,a5a454545b45a42a154,5b45b4c5a4214a54,i424a21545a4,5a45e4a241a4a5a4,a4545b4526a14545b4,c45a4a25125a4d5,4a545a24716425a4b54,c42b47546254a5b4,c45c454642c914,a4a5b4a9c42a4a145,5c4547b56b4145a4,e4575a46a1b4545,45b45474546a5b45a4,5a45d45454a54a5a4
4:184,5:82,2:19,1:17,6:7,9:6,7:5
histogram of SIMONARCIMAGE
16 17 a17317171a7d1,a1317a17137b173,73137a17a17a1371,1b7b17a173b17,c7e19a7b1,a1a313717197b17,7131313a1793c1,7a1a7c17973a13,7h19a13a1,7a171b71319a131,b71717b139a417,c1a73c49a131,f107179a171,73c1703719c1,1b317107379b17,1717a3713d137,f1a713b171
1:150,7:68,3:34,9:11,4:6,0:3
convert Simons-ARC-RLE-Image and return the histogram
17 9 7a9639a6b967a3a9,9379397b9363a973,a9a6936b35b9b3,79793969a35793b9,63c937a956b979,6979363c15a1b9,93b9b39395a9373,c96937939569367,a963979379a79a396
9:68,3:37,6:18,7:18,1:6,5:6
simons-arc-image, 3x3 area, how many neighbors have the same color as center
9 15 8580d8,058080b8,50b82805,b8082b8,d892a8,80a809285,a85809280,8a5059258,80c8528,a80508525,5b80a858,0a85858a5,g85,085e8,0a80d8
9 15 0b12a453,123140563,a146314a0,3a6042353,47a631254,40651a230,34e20,3a2101212,31a23b21,3510142a1,0a5314340,0670505a3,35b67652,15067a874,12304b53
Half a rotation of Simons-ARC-RLE-Image
15 20 159e161a5a1,a1915a156b1a51,b19b126a151a5,b19a516b15151,15a19126a1217a1,a1a5926b1a7b1,1a5198a1a72c1,c129a7124c1,a512798a1245151,a12b19a124c1,5b15198124c1,e198124c1,e159814c1,d1519814a151,1a5d1984a151,g198a1515,g12185b1,c15a12a181515,1515j1,a1a5d1a515a1
15 20 a151a5d1a5a1,j15151,51518a12a15c1,b15812g1,515a189g1,15a1489d1a51,15a1418915d1,c141895e1,c142189e1,c14218915b15,c142a19b12a1,151542a189721a5,c1421a792c1,c12a7a1891a51,b1a7b1629a5a1,a1712a16219a151,1515b161a59b1,a515a162b19b1,1a5b165a1519a1,a1a516e1951
remove duplicate adjacent columns and rows from Simons-ARC-Image
20 13 b6a767d676c701,6a7c67676767c016,87a67a6a76c0767167,787b6c060a7a61b7,7687a0b6a707a616b7,b786b767a6061a6b7,7676a86d701a76b7,a7c68a6a76106d7,6c7a686a7170a67676,6e768616b7676a7,67676767686c767b6,b67a6c76b7d67,7b676a767676a7676a7
20 13 b6a767d676c701,6a7c67676767c016,87a67a6a76c0767167,787b6c060a7a61b7,7687a0b6a707a616b7,b786b767a6061a6b7,7676a86d701a76b7,a7c68a6a76106d7,6c7a686a7170a67676,6e768616b7676a7,67676767686c767b6,b67a6c76b7d67,7b676a767676a7676a7
process SimonsRLEImage and return histogram
13 12 d72a7a62a7,67a2797a56b7,29727a57679a7,7a2a5b769b7,715a2a7676b7,62127276a7a27,2617c2a72a7,b719267a2a72,a761762797267,9a671672c72,6b71c79b7,79a792b72a79
7:81,2:31,6:19,9:11,1:7,5:7
Process Simons-ARC-RLE-Image and return the histogram
12 12 a04c808180,0a84b8a61a8,08a14a681b8,8a0a64a818a0,876a0431c8,a67b043a801,a0c60430a8,a807a8b6381,0a8781810830,c871e8,a8087e80,0c801b8a0
8:67,0:30,6:16,1:13,4:7,7:6,3:5
Histogram of SimonsRLEImage
12 19 0f2a0a2,202a0a2b0a2,b2020a2b02,0a2d03b0,8a0203a0a232,38b2b030a2,a28020a20202,2a08202a0a20,b20820b202,232b020b20,020d23b0,323a2020c2,a3e202a0,20a203a203a0,20d20a202,0202a3a2a0a2,0h202,2b03f2,20a20c2320
2:126,0:80,3:17,8:5
Simon-ARC-RLE-Image, where 4 neighbors have the same color as the center pixel
19 16 9b8786a8a0c8a608,80a847d8a689a6a9,a86a84769a8608689a8,9a80848796b80868a6,62a6084791d8a6a8,9a62684091b869a806,6a8a626497190a809a8,6069062490160c898,69a868a64981f8,8c60863931a868a68,608d3896a87606a8,b3c8989a8a0786a8,b8c3a89086879080,8680a86a39398687809,a8a06806b8c387a8,609060a6a080a89b38
19 16 a01c0a1i0,f01a01a0101b0,0,m01c0,0,0a1o0,b01h01b010,d01k01,k01e0,q01,j0a1c0a1,j01d0a1,01p0,1q0,a01o0,0
With SIMONARCIMAGE, Number of neighbors with same color as center
16 15 3a931a3b93a9393,3c913a93b9b3,3c913a9c3939,9a39391939b39a3,a9b3901a9d39,e3901393c9,b9c30139393a9,b93939305a9c3,d393a5a9a3939,a3a93a5a3b9a3a9,b9a5e9b3a9,3a593a9c3b9a3,59a3a9b3b9c3,939b39a393a9a39,e393a9c3a9
16 15 13401a2343143202,257632356a3b453,24a6521454a54250,c3b2313686143,a2675212a3565432,135a751c242454,35357542a132a343,35351512a1a4a542,3c423a24635142,343d21a636a54,134a234a3453b43,0b21a5a43243253,12343a4a62a52564,141a6425a4232652,23a4531c2b3a2
Process SIMONARCIMAGE and return the clockwise rotated
15 19 91693a96b96919,6939319a6a91a91,91a91b9161a619,191b91a9639196,9a1a6a9a6939693,b91969a6c919,1d9191a963a9,6a91a9a19a16a93,c9619b69a1a6,6d96916a1969,19a1a969193a969,316a96a9a691969,96a191b9b1969,91a963a131a96a1,1639191916396a1,a131a9a196b961,391a9a16d9a1,969636a969396a1,61639e1a969
19 15 693a1a9316961a91969,16916161e919191,691a39161d9a1936,3691a9191a91916c9,93a916c96b9691a3,161a9316a91a96b919,19c1a9a69a1a91b9,196191c9619a6a9a6,16a91396a1691a69169,1a9a6a169a61b9a6a9,13a939193191a9a31a9,e9a19a1a6b9616,96a9a6c91939616a9,6a16a1d6a91a9191,9d1c963a936919
process SimonsRLEImage and return histogram
19 9 a878187c87f8,2c8a187a872c878,a82b82a1a872827b8,2g8a1c87b8,g8b0d2b8,g0d8a17b8,b828g0a8a128,a87e872a8d08,a872a82h8a28
8:104,0:24,2:19,7:13,1:11
process Simons-ARC-RLE-Image and return histogram
9 17 1,,,,,,,,e1a71,c1a7b1,a1a7d1,a7f1,1a7e1,b1a7c1,d1a7a1,f1a7,1
1:137,7:16
convert Simons-ARC-RLE-Image and return the histogram
17 14 82a82f8b718,a2e827828a1a8,a878a2c82718287,82b872b821a2b8,b82d8a14d8,b8a2b81a847a3a8,727a82a1264a3a282,2b871g2b8,7d86a3b682b8,878a263a6782a82a8,2a8c6874d827,73a6872874a8c28,3878a2a8728a2c8,b82828272c8272
8:119,2:56,7:24,6:14,1:11,3:9,4:5
Rotate clock-wise simons-arc-image
14 5 7070a70c7b0,b7b0b7b070,0a70a7b0707a0,a7b0b70c70,07b07070a7b0
5 14 070a7,c70,a0b7,0,a0707,b707,07070,a70a7,b0a7,b707,a7a07,0a7a0,07070,0
SIMONSARCIMAGE compress xy
5 13 b168,18568,a1a61,81a68,81618,a86a1,867a8,86a18,8a718,17b8,a7a85,7a8a1,1a851
5 13 b168,18568,a1a61,81a68,81618,a86a1,867a8,86a18,8a718,17b8,a7a85,7a8a1,1a851
SimonsRLEImage, 3x3 area, how many neighbors have the same color as center
13 9 f59d5,c52b59c5,51a52b59c5,a5152c59b5,b512c59b5,b5a1d59a5,c5a1c59a5,j595,5
13 9 3a5c4134a53,4a76167526a85,4164258625785,4623258752685,575315a862575,5863a47875265,5875327a86254,5a87a67a87614,3h5a42
Histogram of deserialized Simon-ARC-RLE-Image
9 14 2b579795,72a595929,925a259a5,a57a5a957,257295795,5a29b597,a2a967275,759d52,b5696a59,a5b62957,a56c5a7,562b5b9,597592525,572a57297
5:55,9:25,2:20,7:18,6:8
process SIMONARCRLEIMAGE and return histogram
14 5 f59b58a5,858a545a9b5a0,458d50a90a5,54h59a5,5
5:53,9:6,0:4,8:4,4:3
Rotate counter-clock-wise Simon-ARC-RLE-Image
5 20 393a9,c19,9,b919,3c9,1a939,13939,9,19139,93919,a93a9,c91,93193,13a93,9,c93,a9139,9,91b9,3c9
20 5 j91a393c9,91919a3931e93b9,31e919391b91b9,91c93a93a9a3c919,31a93a191c91d93
Convert SIMONSARCIMAGE and return histogram
20 16 b96d93d91b93,b93d9a6b9a1c9,c96h9a1c9,l9191c9,f93c91a9196a9,3h9291a91b93,8f59321b919a69,9a8d952e5c9,b9a8c921h9,c93a892196c93b9,f94296g96,b96b942a96d9396,f92b96a93a9a39,c96942a9393a96c9,a96b92e9a6c93,3a96912a93d963a93
9:228,6:21,3:20,1:16,5:14,2:11,8:7,4:3
With SimonsArcRleImage, 3x3 count neighbors with same color as center
16 13 n32,,,m3a5,k3a5a3,i3a5c3,g3a5e3,e3a5g3,c3a5i3,a3a5k3,a5m3,3,
16 13 3l531,5l852,5k8741,5i876521,5g8765a253,5e8765a25675,5c8765a2567a85,5a8765a2567c85,5765a2567e85,35a2567g85,12567i85,367k85,3m53
Half a rotation of SIMONARCRLEIMAGE
13 14 595a9359395a3,b9a39354a535,393595b95a95,b3a549034a59,49b530539593,a59a109595a35,43630b1c53,a56059195a235,5609515a25935,9654512459b3,63a9493a95343,59353a9495a95,34359a5a95345,5a94c593a93
13 14 3a939c54a95,5435a9a595343,5a9594a935395,3435a9394a936,b39542154569,5395a25159065,53a25919506a5,3c5b103634,5a359590a19a5,39593503b594,9a543094a5b3,5a95b9595393,53a54539a3b9,a3593953a9595

Version 1

Have dataset items that are somewhat evenly of each type. The LLM learned some of the types fine. However rotated images are causing problems. The image sizes are between 1 and 10 pixels.

Version 2

Here the majority of dataset items are rotated images. Since this is what my LLM is struggling with. Smaller images. Here the image sizes are between 1 and 5 pixels. This helped a lot on the validation loss.

Version 3

Main focus is now on count_same_color_as_center_with_8neighbors_nowrap and image size 1-6. Which the LLM has struggeld with in the past, maybe due to too big image sizes. Struggles somewhat with the count_same_color_as_center_with_8neighbors_nowrap.

Version 4

I'm trying smaller images again. Here the image sizes are between 1 and 5 pixels. Added same_color_inside_3x3_area_nowrap that checks if all surrounding pixels agree on the same color, maybe that have some synergy with the count_same_color_as_center_with_8neighbors_nowrap. It helped a little, but it's still not as good at counting neighbors as I would like.

Version 5

I have added a pixels_with_k_matching_neighbors with a k parameter between 1-8. This may help improve on counting the number of neighboring pixels. The image size 1-6. This did indeed help on counting the number of surrounding pixels.

Version 6

Same weight to all the transformations. Image size 1-11.

Version 7

Focus on histogram and k-nearest neighbors. image size 1-12. It seems like the LLM has gotten the hang of it.

Version 8

Focus on histogram and k-nearest neighbors. image size 5-20.

Version 9

Focus on histogram and k-nearest neighbors. image size 10-30.

Version 10

Same weight to all the transformations. image width 10-30. image height 2-5.

Version 11

Same weight to all the transformations. image width 2-5. image height 10-30.

Version 12

Focus on k-nearest neighbors. image width 2-5. image height 10-30.

Version 13

Focus on compres_x, compres_y, compres_xy. image size is 1-10.

Version 14

Focus on histograms and k-nearest-neighbors. image size 5-20.

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