Input tensor : [[[[-2.117904 -2.1007793 -2.0665298 ... -2.117904 -2.117904 -2.117904 ] [-2.0836544 -2.0836544 -2.0836544 ... -2.0836544 -2.1007793 -2.117904 ] [-2.0494049 -2.0665298 -2.0665298 ... -2.117904 -2.117904 -2.117904 ] ... [-2.117904 -2.117904 -2.117904 ... -2.117904 -2.117904 -2.117904 ] [-2.117904 -2.117904 -2.117904 ... -2.117904 -2.117904 -2.117904 ] [-2.117904 -2.117904 -2.117904 ... -2.117904 -2.117904 -2.117904 ]] [[-1.6330532 -1.6330532 -1.6680672 ... -1.7556022 -1.7205882 -1.7556022] [-1.6330532 -1.6330532 -1.6680672 ... -1.7380952 -1.7556022 -1.7556022] [-1.6505601 -1.6330532 -1.6505601 ... -1.7380952 -1.7556022 -1.7731092] ... [-1.9481792 -1.9656862 -1.9131652 ... -1.8256302 -1.8256302 -1.8256302] [-1.9481792 -1.9656862 -1.9306722 ... -1.8081232 -1.8256302 -1.8256302] [-1.9481792 -1.9481792 -1.9306722 ... -1.8256302 -1.8431373 -1.8431373]] [[-1.7347276 -1.6998693 -1.6998693 ... -1.7870152 -1.7870152 -1.7870152] [-1.6998693 -1.6650109 -1.6998693 ... -1.7695861 -1.7695861 -1.7870152] [-1.6998693 -1.6650109 -1.68244 ... -1.7695861 -1.7870152 -1.7870152] ... [-1.8044444 -1.8044444 -1.8044444 ... -1.8044444 -1.8044444 -1.8044444] [-1.8044444 -1.8044444 -1.8044444 ... -1.8044444 -1.8044444 -1.8044444] [-1.8044444 -1.8044444 -1.8044444 ... -1.8044444 -1.8044444 -1.8044444]]]] Model output/features: [tensor([[[[0.1239, 0.1844, 0.2129, ..., 0.1861, 0.1378, 0.0000], [0.1912, 0.2363, 0.3873, ..., 0.4072, 0.2638, 0.2683], [0.1229, 0.0222, 0.2677, ..., 0.3570, 0.3302, 0.3036], ..., [0.0250, 0.1419, 0.1968, ..., 0.2613, 0.2026, 0.1284], [0.1151, 0.3646, 0.3807, ..., 0.1113, 0.0165, 0.0066], [0.0000, 0.1399, 0.1570, ..., 0.0988, 0.0000, 0.0000]], [[0.0000, 0.0564, 0.1433, ..., 0.0549, 0.1028, 0.2113], [0.1654, 0.1480, 0.1901, ..., 0.1758, 0.2240, 0.2763], [0.0828, 0.2015, 0.1492, ..., 0.1524, 0.2249, 0.4054], ..., [0.1234, 0.0198, 0.0000, ..., 0.2980, 0.2780, 0.1874], [0.1420, 0.0061, 0.0000, ..., 0.2614, 0.0795, 0.0031], [0.0270, 0.0944, 0.1692, ..., 0.0716, 0.0526, 0.4529]], [[0.0000, 0.0000, 0.0000, ..., 0.0000, 0.0000, 0.0000], [0.0000, 0.0000, 0.0000, ..., 0.0000, 0.0000, 0.0000], [0.0000, 0.0000, 0.0000, ..., 0.0000, 0.0000, 0.0000], ..., [0.0000, 0.0000, 0.0000, ..., 0.0000, 0.0000, 0.0000], [0.0000, 0.0000, 0.0000, ..., 0.0000, 0.0000, 0.0000], [0.0000, 0.0000, 0.0000, ..., 0.0000, 0.0000, 0.0000]], ..., [[0.0813, 0.1393, 0.1354, ..., 0.0957, 0.3679, 0.0000], [0.1004, 0.1101, 0.0500, ..., 0.0074, 0.0111, 0.0000], [0.1735, 0.1719, 0.0175, ..., 0.0468, 0.0000, 0.0000], ..., [0.0395, 0.0023, 0.0105, ..., 0.0000, 0.0000, 0.1571], [0.0234, 0.0247, 0.0079, ..., 0.0000, 0.2010, 0.1453], [0.0381, 0.1454, 0.1267, ..., 0.0000, 0.1505, 0.0123]], [[0.0000, 0.0000, 0.0000, ..., 0.0000, 0.0000, 0.0890], [0.0000, 0.0000, 0.0000, ..., 0.0000, 0.0000, 0.0000], [0.0000, 0.0000, 0.0000, ..., 0.0000, 0.0000, 0.0000], ..., [0.0000, 0.0000, 0.0000, ..., 0.0000, 0.0000, 0.0299], [0.0000, 0.0000, 0.0032, ..., 0.0000, 0.0000, 0.0439], [0.0366, 0.0000, 0.0000, ..., 0.0087, 0.0179, 0.1099]], [[0.0000, 0.0000, 0.0000, ..., 0.0000, 0.0000, 0.0000], [0.0000, 0.0000, 0.0000, ..., 0.0000, 0.0000, 0.0000], [0.0000, 0.0000, 0.0000, ..., 0.0000, 0.0000, 0.0000], ..., [0.0000, 0.0000, 0.0000, ..., 0.0000, 0.0000, 0.0000], [0.0000, 0.0000, 0.0000, ..., 0.0000, 0.0000, 0.0000], [0.0000, 0.0000, 0.0000, ..., 0.0000, 0.0000, 0.0000]]]]), tensor([[[[0.0323, 0.2076, 0.0848, ..., 0.0345, 0.0597, 0.0000], [0.1644, 0.3179, 0.1672, ..., 0.1231, 0.1333, 0.0347], [0.0041, 0.1311, 0.0460, ..., 0.0645, 0.0491, 0.0000], ..., [0.3485, 0.1436, 0.1447, ..., 0.0563, 0.0365, 0.3769], [0.3833, 0.4024, 0.1124, ..., 0.0539, 0.0478, 0.0805], [0.3120, 0.4212, 0.1397, ..., 0.0763, 0.0742, 0.0178]], [[0.2034, 0.1231, 0.2413, ..., 0.0871, 0.1325, 0.3143], [0.0849, 0.0000, 0.0351, ..., 0.1011, 0.0000, 0.2832], [0.0598, 0.0000, 0.0000, ..., 0.0820, 0.0204, 0.4934], ..., [0.1237, 0.0181, 0.0263, ..., 0.0000, 0.0000, 0.0930], [0.0056, 0.0000, 0.0000, ..., 0.0000, 0.0000, 0.2624], [0.1102, 0.0410, 0.0128, ..., 0.2978, 0.5088, 0.5431]], [[0.1605, 0.1406, 0.1459, ..., 0.3536, 0.2009, 0.0415], [0.0000, 0.0000, 0.0000, ..., 0.0000, 0.0000, 0.0000], [0.0000, 0.0000, 0.0000, ..., 0.0000, 0.0000, 0.0000], ..., [0.0000, 0.0000, 0.0000, ..., 0.0000, 0.0000, 0.0000], [0.0000, 0.0000, 0.0000, ..., 0.0000, 0.0000, 0.0000], [0.0000, 0.0000, 0.0000, ..., 0.0000, 0.0000, 0.0000]], ..., [[0.0160, 0.0182, 0.0145, ..., 0.0024, 0.0313, 0.0567], [0.0374, 0.0129, 0.0194, ..., 0.0026, 0.0290, 0.1088], [0.0277, 0.0094, 0.0126, ..., 0.0029, 0.0266, 0.0909], ..., [0.0010, 0.0026, 0.0028, ..., 0.0066, 0.0059, 0.0223], [0.0303, 0.0023, 0.0079, ..., 0.0184, 0.0266, 0.0139], [0.0462, 0.0184, 0.0368, ..., 0.0142, 0.0341, 0.0652]], [[0.0000, 0.0000, 0.0000, ..., 0.1446, 0.0000, 0.0000], [0.0000, 0.0000, 0.0000, ..., 0.0000, 0.0000, 0.0000], [0.0000, 0.0000, 0.0000, ..., 0.0000, 0.0031, 0.0000], ..., [0.0374, 0.1585, 0.0670, ..., 0.0000, 0.0000, 0.3099], [0.0000, 0.0000, 0.0000, ..., 0.0371, 0.0504, 0.1917], [0.0433, 0.0000, 0.0000, ..., 0.0000, 0.0000, 0.0000]], [[0.0000, 0.0000, 0.0238, ..., 0.0000, 0.0078, 0.0000], [0.0000, 0.0000, 0.0000, ..., 0.0000, 0.0000, 0.0000], [0.0000, 0.0000, 0.0453, ..., 0.0000, 0.0000, 0.0000], ..., [0.0496, 0.0280, 0.0294, ..., 0.0495, 0.0525, 0.0341], [0.0444, 0.0000, 0.0381, ..., 0.0588, 0.0607, 0.0475], [0.0000, 0.1050, 0.0050, ..., 0.0553, 0.0555, 0.0204]]]])] Feature shapes: torch.Size([1, 512, 28, 28]), torch.Size([1, 1024, 14, 14]) Score patches: [[2.5082412 5.7717 7.068704 7.472275 ] [3.3709059 6.0594463 7.4949102 7.665475 ] [4.701988 7.159522 8.758848 8.934513 ] ... [5.997632 6.3876343 7.852954 7.8716745] [4.762172 5.6067724 6.853284 7.1033077] [3.8835368 5.4056735 6.551829 7.0313425]] Input tensor : [[[[-2.0836544 -2.0322802 -2.0494049 ... -2.1007793 -2.117904 -2.117904 ] [-2.1007793 -2.0665298 -2.0836544 ... -2.117904 -2.117904 -2.117904 ] [-2.0836544 -2.0836544 -2.0836544 ... -2.117904 -2.117904 -2.117904 ] ... [-2.117904 -2.117904 -2.117904 ... -2.117904 -2.117904 -2.117904 ] [-2.1007793 -2.1007793 -2.1007793 ... -2.117904 -2.117904 -2.117904 ] [-2.0494049 -2.0665298 -2.117904 ... -2.117904 -2.1007793 -2.117904 ]] [[-1.6505601 -1.6680672 -1.6680672 ... -1.7556022 -1.7380952 -1.7556022] [-1.6330532 -1.6680672 -1.6505601 ... -1.7556022 -1.7205882 -1.7731092] [-1.6330532 -1.6505601 -1.6330532 ... -1.7205882 -1.7380952 -1.7556022] ... [-1.8431373 -1.8431373 -1.8256302 ... -1.8431373 -1.8431373 -1.8431373] [-1.8606442 -1.8431373 -1.8256302 ... -1.8256302 -1.8431373 -1.8431373] [-1.8781512 -1.8781512 -1.8256302 ... -1.8431373 -1.8606442 -1.8431373]] [[-1.6998693 -1.6998693 -1.68244 ... -1.7870152 -1.7870152 -1.8044444] [-1.6998693 -1.7347276 -1.7172985 ... -1.7870152 -1.7521569 -1.7695861] [-1.7172985 -1.7521569 -1.7172985 ... -1.7347276 -1.7521569 -1.7870152] ... [-1.8044444 -1.8044444 -1.8044444 ... -1.8044444 -1.8044444 -1.8044444] [-1.8044444 -1.8044444 -1.8044444 ... -1.8044444 -1.8044444 -1.8044444] [-1.8044444 -1.8044444 -1.8044444 ... -1.8044444 -1.8044444 -1.8044444]]]] Model output/features: [tensor([[[[4.8669e-02, 3.2235e-02, 1.0204e-01, ..., 1.9466e-01, 5.3791e-02, 0.0000e+00], [3.0994e-01, 1.4399e-01, 2.7063e-01, ..., 2.7798e-01, 2.9000e-01, 2.2494e-01], [2.3469e-01, 8.1741e-02, 3.3884e-01, ..., 2.4979e-01, 2.3263e-01, 3.2004e-01], ..., [2.0762e-01, 2.0804e-01, 3.0560e-01, ..., 2.4381e-01, 1.6010e-01, 6.2184e-02], [8.1083e-02, 1.1340e-01, 1.5268e-01, ..., 7.0455e-02, 0.0000e+00, 3.2165e-02], [6.8270e-02, 0.0000e+00, 0.0000e+00, ..., 1.1058e-01, 0.0000e+00, 0.0000e+00]], [[0.0000e+00, 2.1063e-02, 6.5328e-02, ..., 2.2071e-02, 0.0000e+00, 1.9750e-01], [1.2732e-01, 1.5970e-01, 1.6282e-01, ..., 1.0825e-01, 8.3585e-02, 2.6953e-01], [2.8869e-02, 2.0363e-01, 1.6352e-01, ..., 1.7613e-01, 2.1022e-01, 3.5846e-01], ..., [1.2895e-02, 1.3837e-01, 2.3760e-02, ..., 2.5767e-01, 3.1058e-01, 1.9299e-01], [4.2580e-02, 1.5876e-01, 8.5693e-02, ..., 2.5464e-01, 9.2254e-02, 9.1507e-02], [2.8437e-02, 4.2672e-01, 2.3838e-01, ..., 1.0830e-01, 4.4009e-02, 4.8991e-01]], [[1.1365e-02, 0.0000e+00, 0.0000e+00, ..., 0.0000e+00, 0.0000e+00, 0.0000e+00], [0.0000e+00, 0.0000e+00, 0.0000e+00, ..., 0.0000e+00, 0.0000e+00, 0.0000e+00], [0.0000e+00, 0.0000e+00, 0.0000e+00, ..., 0.0000e+00, 0.0000e+00, 0.0000e+00], ..., [0.0000e+00, 0.0000e+00, 0.0000e+00, ..., 0.0000e+00, 0.0000e+00, 0.0000e+00], [0.0000e+00, 0.0000e+00, 0.0000e+00, ..., 0.0000e+00, 0.0000e+00, 0.0000e+00], [0.0000e+00, 0.0000e+00, 0.0000e+00, ..., 0.0000e+00, 0.0000e+00, 0.0000e+00]], ..., [[1.2173e-01, 2.2935e-01, 1.6654e-01, ..., 7.9625e-02, 4.0328e-01, 0.0000e+00], [5.1797e-02, 1.6079e-01, 1.0160e-01, ..., 3.3627e-02, 8.1837e-02, 0.0000e+00], [8.7985e-02, 9.8215e-02, 0.0000e+00, ..., 3.4108e-03, 4.5182e-02, 0.0000e+00], ..., [1.8945e-02, 0.0000e+00, 0.0000e+00, ..., 0.0000e+00, 0.0000e+00, 1.6880e-01], [3.9227e-02, 0.0000e+00, 0.0000e+00, ..., 0.0000e+00, 2.2681e-01, 1.3606e-01], [3.2455e-02, 1.1565e-01, 0.0000e+00, ..., 0.0000e+00, 1.9883e-01, 0.0000e+00]], [[0.0000e+00, 0.0000e+00, 0.0000e+00, ..., 0.0000e+00, 0.0000e+00, 9.2322e-02], [0.0000e+00, 0.0000e+00, 0.0000e+00, ..., 0.0000e+00, 0.0000e+00, 0.0000e+00], [0.0000e+00, 0.0000e+00, 0.0000e+00, ..., 0.0000e+00, 0.0000e+00, 0.0000e+00], ..., [0.0000e+00, 2.7679e-04, 0.0000e+00, ..., 0.0000e+00, 0.0000e+00, 3.2705e-02], [0.0000e+00, 0.0000e+00, 0.0000e+00, ..., 0.0000e+00, 0.0000e+00, 2.3996e-02], [8.4120e-03, 0.0000e+00, 0.0000e+00, ..., 8.4298e-03, 5.5497e-03, 1.1555e-01]], [[0.0000e+00, 0.0000e+00, 0.0000e+00, ..., 0.0000e+00, 0.0000e+00, 0.0000e+00], [0.0000e+00, 0.0000e+00, 0.0000e+00, ..., 0.0000e+00, 0.0000e+00, 0.0000e+00], [0.0000e+00, 0.0000e+00, 0.0000e+00, ..., 0.0000e+00, 0.0000e+00, 0.0000e+00], ..., [0.0000e+00, 0.0000e+00, 0.0000e+00, ..., 0.0000e+00, 0.0000e+00, 0.0000e+00], [0.0000e+00, 0.0000e+00, 0.0000e+00, ..., 0.0000e+00, 0.0000e+00, 0.0000e+00], [0.0000e+00, 0.0000e+00, 0.0000e+00, ..., 0.0000e+00, 0.0000e+00, 0.0000e+00]]]]), tensor([[[[0.0659, 0.2344, 0.1401, ..., 0.0000, 0.0553, 0.0000], [0.2859, 0.4719, 0.2576, ..., 0.1400, 0.1199, 0.0212], [0.0193, 0.0804, 0.0566, ..., 0.0560, 0.0495, 0.0000], ..., [0.3619, 0.1905, 0.1526, ..., 0.0475, 0.0302, 0.3261], [0.2598, 0.2914, 0.1270, ..., 0.0283, 0.0384, 0.0101], [0.2314, 0.2442, 0.0664, ..., 0.0755, 0.0714, 0.0053]], [[0.2206, 0.1357, 0.2407, ..., 0.0867, 0.1492, 0.3551], [0.0718, 0.0000, 0.0310, ..., 0.1093, 0.0006, 0.3338], [0.1908, 0.0000, 0.0000, ..., 0.0887, 0.0017, 0.5492], ..., [0.1090, 0.0470, 0.0350, ..., 0.0000, 0.0000, 0.0797], [0.0253, 0.0000, 0.0000, ..., 0.0014, 0.0000, 0.2280], [0.1409, 0.0438, 0.0181, ..., 0.2913, 0.4400, 0.4992]], [[0.1641, 0.1009, 0.2131, ..., 0.3620, 0.2563, 0.0000], [0.0000, 0.0000, 0.0000, ..., 0.0000, 0.0000, 0.0000], [0.0000, 0.0000, 0.0000, ..., 0.0000, 0.0000, 0.0000], ..., [0.0032, 0.0000, 0.0000, ..., 0.0000, 0.0000, 0.0000], [0.0000, 0.0000, 0.0124, ..., 0.0000, 0.0000, 0.0000], [0.0000, 0.0000, 0.0000, ..., 0.0000, 0.0000, 0.0000]], ..., [[0.0162, 0.0222, 0.0200, ..., 0.0023, 0.0273, 0.0629], [0.0428, 0.0272, 0.0279, ..., 0.0025, 0.0275, 0.1220], [0.0250, 0.0141, 0.0168, ..., 0.0028, 0.0300, 0.1100], ..., [0.0024, 0.0030, 0.0027, ..., 0.0102, 0.0116, 0.0305], [0.0000, 0.0028, 0.0164, ..., 0.0145, 0.0189, 0.0188], [0.0209, 0.0245, 0.0403, ..., 0.0163, 0.0283, 0.0725]], [[0.0000, 0.0000, 0.0000, ..., 0.1219, 0.0000, 0.0000], [0.0000, 0.0000, 0.0000, ..., 0.0000, 0.0000, 0.0000], [0.0000, 0.0000, 0.0000, ..., 0.0000, 0.0072, 0.0000], ..., [0.0615, 0.0163, 0.0991, ..., 0.0000, 0.0000, 0.1635], [0.0000, 0.0000, 0.0000, ..., 0.0000, 0.0678, 0.0918], [0.0211, 0.0000, 0.0000, ..., 0.0000, 0.0000, 0.0000]], [[0.0000, 0.0000, 0.0165, ..., 0.0000, 0.0000, 0.0000], [0.0000, 0.0000, 0.0000, ..., 0.0000, 0.0000, 0.0000], [0.0000, 0.0000, 0.0314, ..., 0.0000, 0.0000, 0.0000], ..., [0.2634, 0.0507, 0.0505, ..., 0.0647, 0.0745, 0.0309], [0.1675, 0.0193, 0.0313, ..., 0.0719, 0.0710, 0.0281], [0.0000, 0.0006, 0.0161, ..., 0.0468, 0.0348, 0.0020]]]])] Feature shapes: torch.Size([1, 512, 28, 28]), torch.Size([1, 1024, 14, 14]) Score patches: [[2.3590422 5.7700005 7.088444 7.511903 ] [3.1883764 5.972047 7.4592304 7.701563 ] [4.631963 7.146182 8.926564 8.932225 ] ... [5.753586 6.153775 7.8021183 7.834532 ] [4.492622 5.376382 6.828273 7.0437803] [3.6493182 5.2079225 6.517978 6.9474316]] Input tensor : [[[[-1.7925336 -1.7582842 -1.7411594 ... -1.8781574 -1.8781574 -1.8610327] [-1.7754089 -1.7582842 -1.7754089 ... -1.8610327 -1.8952821 -1.8952821] [-1.7754089 -1.7754089 -1.7582842 ... -1.8610327 -1.8781574 -1.8952821] ... [-1.843908 -1.8610327 -1.8267832 ... -1.8952821 -1.9466565 -1.9466565] [-1.8267832 -1.8610327 -1.8267832 ... -1.9295317 -1.9124069 -1.9124069] [-1.8267832 -1.7925336 -1.8096584 ... -1.9295317 -1.8781574 -1.9124069]] [[-1.6855742 -1.6855742 -1.6855742 ... -1.7906162 -1.7906162 -1.7731092] [-1.6855742 -1.6855742 -1.6855742 ... -1.7556022 -1.7906162 -1.7906162] [-1.6855742 -1.6680672 -1.6680672 ... -1.7556022 -1.7731092 -1.7906162] ... [-1.7380952 -1.7205882 -1.7205882 ... -1.8431373 -1.8431373 -1.8606442] [-1.7205882 -1.7380952 -1.7205882 ... -1.8256302 -1.8431373 -1.8606442] [-1.7205882 -1.7030813 -1.7205882 ... -1.8256302 -1.8606442 -1.8606442]] [[-1.403573 -1.403573 -1.3687146 ... -1.5430065 -1.490719 -1.5255773] [-1.3861438 -1.403573 -1.403573 ... -1.5255773 -1.5255773 -1.5430065] [-1.4210021 -1.4384314 -1.4384314 ... -1.5255773 -1.5081482 -1.5081482] ... [-1.5081482 -1.5081482 -1.5081482 ... -1.6475817 -1.6650109 -1.6475817] [-1.5081482 -1.5081482 -1.490719 ... -1.6475817 -1.6127234 -1.6127234] [-1.5081482 -1.490719 -1.490719 ... -1.6301525 -1.6127234 -1.6475817]]]] Model output/features: [tensor([[[[0.1340, 0.0649, 0.1409, ..., 0.1778, 0.0985, 0.0000], [0.3300, 0.2636, 0.2033, ..., 0.2792, 0.2077, 0.2682], [0.2355, 0.3254, 0.3881, ..., 0.3101, 0.2954, 0.3433], ..., [0.2123, 0.1906, 0.2195, ..., 0.0821, 0.0000, 0.1842], [0.1583, 0.1837, 0.1720, ..., 0.0000, 0.0000, 0.0332], [0.0318, 0.0000, 0.1033, ..., 0.0000, 0.0000, 0.0000]], [[0.0000, 0.0727, 0.0799, ..., 0.0810, 0.0991, 0.2207], [0.0943, 0.1238, 0.1719, ..., 0.1453, 0.2240, 0.2451], [0.0740, 0.1724, 0.1586, ..., 0.1956, 0.2341, 0.3753], ..., [0.0864, 0.2269, 0.2257, ..., 0.1473, 0.3363, 0.0566], [0.1274, 0.1749, 0.2082, ..., 0.1645, 0.0739, 0.0000], [0.0182, 0.2445, 0.2332, ..., 0.0860, 0.0863, 0.2746]], [[0.0344, 0.0000, 0.0000, ..., 0.0000, 0.0000, 0.0000], [0.0000, 0.0000, 0.0000, ..., 0.0000, 0.0000, 0.0000], [0.0000, 0.0000, 0.0000, ..., 0.0000, 0.0000, 0.0000], ..., [0.0000, 0.0000, 0.0000, ..., 0.0000, 0.0000, 0.0000], [0.0000, 0.0000, 0.0000, ..., 0.0000, 0.0000, 0.0000], [0.1318, 0.0000, 0.0000, ..., 0.0000, 0.0000, 0.0541]], ..., [[0.1153, 0.1986, 0.1431, ..., 0.0688, 0.3030, 0.0000], [0.0358, 0.1070, 0.0739, ..., 0.0323, 0.0289, 0.0000], [0.0454, 0.0312, 0.0000, ..., 0.0130, 0.0006, 0.0000], ..., [0.0907, 0.1204, 0.1070, ..., 0.0000, 0.0000, 0.1379], [0.0394, 0.0834, 0.0733, ..., 0.0000, 0.0912, 0.0938], [0.0423, 0.1752, 0.0664, ..., 0.0000, 0.1135, 0.0563]], [[0.0000, 0.0000, 0.0000, ..., 0.0000, 0.0000, 0.0537], [0.0000, 0.0000, 0.0000, ..., 0.0000, 0.0000, 0.0000], [0.0000, 0.0000, 0.0000, ..., 0.0000, 0.0000, 0.0000], ..., [0.0000, 0.0000, 0.0000, ..., 0.0000, 0.0000, 0.0000], [0.0000, 0.0000, 0.0000, ..., 0.0000, 0.0000, 0.0000], [0.0000, 0.0000, 0.0000, ..., 0.0073, 0.0087, 0.0743]], [[0.1566, 0.2032, 0.0573, ..., 0.1241, 0.0456, 0.0945], [0.0591, 0.0170, 0.0000, ..., 0.0000, 0.0000, 0.0000], [0.1114, 0.0000, 0.0000, ..., 0.0000, 0.0000, 0.0000], ..., [0.0653, 0.0000, 0.0000, ..., 0.0000, 0.0194, 0.0000], [0.0000, 0.0000, 0.0000, ..., 0.0000, 0.0000, 0.0000], [0.0400, 0.0905, 0.0000, ..., 0.0000, 0.1731, 0.0000]]]]), tensor([[[[0.0294, 0.1255, 0.0502, ..., 0.0000, 0.0460, 0.0069], [0.2196, 0.3630, 0.1328, ..., 0.1223, 0.0858, 0.0392], [0.0000, 0.0335, 0.0149, ..., 0.0086, 0.0504, 0.0000], ..., [0.0316, 0.0888, 0.0757, ..., 0.0000, 0.0141, 0.4636], [0.0000, 0.0151, 0.0476, ..., 0.0426, 0.0287, 0.2780], [0.0686, 0.1071, 0.0149, ..., 0.0727, 0.0752, 0.0363]], [[0.2313, 0.1247, 0.2030, ..., 0.0898, 0.1093, 0.1929], [0.1073, 0.0000, 0.0406, ..., 0.0575, 0.0000, 0.1608], [0.1214, 0.0000, 0.0000, ..., 0.0566, 0.0239, 0.2659], ..., [0.2102, 0.0000, 0.0000, ..., 0.0058, 0.0000, 0.0000], [0.2134, 0.0000, 0.0000, ..., 0.0000, 0.0131, 0.0000], [0.2983, 0.2059, 0.1635, ..., 0.4331, 0.5466, 0.5095]], [[0.2122, 0.1335, 0.1673, ..., 0.3451, 0.1632, 0.2209], [0.0000, 0.0000, 0.0000, ..., 0.0000, 0.0000, 0.0000], [0.0000, 0.0000, 0.0000, ..., 0.0000, 0.0000, 0.0000], ..., [0.0000, 0.0000, 0.0000, ..., 0.0000, 0.0000, 0.0000], [0.0000, 0.0000, 0.0553, ..., 0.0000, 0.0000, 0.0000], [0.0000, 0.0000, 0.0000, ..., 0.0000, 0.0000, 0.0000]], ..., [[0.0216, 0.0268, 0.0156, ..., 0.0025, 0.0343, 0.0430], [0.0431, 0.0279, 0.0136, ..., 0.0030, 0.0315, 0.0713], [0.0241, 0.0123, 0.0186, ..., 0.0043, 0.0294, 0.0506], ..., [0.0115, 0.0031, 0.0027, ..., 0.0127, 0.0045, 0.0089], [0.0326, 0.0234, 0.0234, ..., 0.0339, 0.0211, 0.0105], [0.0433, 0.0588, 0.0528, ..., 0.0307, 0.0208, 0.0343]], [[0.0000, 0.0000, 0.0000, ..., 0.1638, 0.0000, 0.0000], [0.0000, 0.0000, 0.0000, ..., 0.0000, 0.0000, 0.0000], [0.0000, 0.0000, 0.0000, ..., 0.0000, 0.0000, 0.0000], ..., [0.0000, 0.1253, 0.0950, ..., 0.0000, 0.0000, 0.4329], [0.0000, 0.0000, 0.0000, ..., 0.0000, 0.2061, 0.3432], [0.0032, 0.0000, 0.0000, ..., 0.0000, 0.0000, 0.1221]], [[0.0000, 0.0000, 0.0071, ..., 0.0000, 0.0037, 0.0000], [0.0000, 0.0000, 0.0000, ..., 0.0355, 0.0000, 0.0000], [0.0000, 0.0000, 0.0170, ..., 0.0165, 0.0031, 0.0000], ..., [0.0000, 0.0084, 0.0682, ..., 0.0517, 0.0449, 0.0379], [0.0000, 0.0000, 0.0618, ..., 0.0402, 0.0630, 0.0327], [0.0065, 0.0000, 0.0536, ..., 0.0743, 0.0649, 0.0399]]]])] Feature shapes: torch.Size([1, 512, 28, 28]), torch.Size([1, 1024, 14, 14]) Score patches: [[2.2266984 5.5643845 6.8006926 7.2966833] [2.965292 5.6675043 7.08424 7.3926735] [4.123395 6.6654882 8.41803 8.492542 ] ... [6.7951145 7.007825 8.066271 8.138124 ] [5.4941316 6.2216816 7.166316 7.233678 ] [4.526652 5.942941 6.843277 7.0774627]] Input tensor : [[[[-1.7582842 -1.7925336 -1.8096584 ... -1.8610327 -1.8952821 -1.9124069] [-1.7582842 -1.7582842 -1.7925336 ... -1.8781574 -1.8781574 -1.8610327] [-1.7582842 -1.7240347 -1.7411594 ... -1.8610327 -1.8610327 -1.8610327] ... [-1.7925336 -1.8096584 -1.7925336 ... -1.9124069 -1.9124069 -1.8781574] [-1.8267832 -1.8267832 -1.7925336 ... -1.9124069 -1.8781574 -1.8610327] [-1.7925336 -1.7925336 -1.7754089 ... -1.8781574 -1.9295317 -1.8952821]] [[-1.6680672 -1.6855742 -1.6855742 ... -1.7731092 -1.7906162 -1.8256302] [-1.6680672 -1.6680672 -1.6855742 ... -1.7731092 -1.7731092 -1.7731092] [-1.6680672 -1.6680672 -1.6680672 ... -1.7731092 -1.7731092 -1.7731092] ... [-1.7380952 -1.7205882 -1.7205882 ... -1.8606442 -1.8431373 -1.8606442] [-1.7205882 -1.7205882 -1.7205882 ... -1.8606442 -1.8606442 -1.8956583] [-1.7205882 -1.7030813 -1.7205882 ... -1.8606442 -1.8606442 -1.8606442]] [[-1.4210021 -1.4210021 -1.4558606 ... -1.5081482 -1.5255773 -1.5255773] [-1.4384314 -1.4210021 -1.4558606 ... -1.5255773 -1.5430065 -1.5255773] [-1.4384314 -1.4210021 -1.4384314 ... -1.4732897 -1.490719 -1.5430065] ... [-1.5081482 -1.5081482 -1.4732897 ... -1.6650109 -1.6301525 -1.6301525] [-1.5081482 -1.5081482 -1.490719 ... -1.6301525 -1.6650109 -1.6650109] [-1.490719 -1.490719 -1.490719 ... -1.6127234 -1.6650109 -1.6475817]]]] Model output/features: [tensor([[[[1.4612e-01, 9.0366e-02, 9.2051e-02, ..., 1.9418e-01, 2.9144e-02, 0.0000e+00], [3.9060e-01, 2.1865e-01, 2.1981e-01, ..., 2.4131e-01, 1.1723e-01, 2.4194e-01], [1.8070e-01, 2.2036e-01, 2.0163e-01, ..., 3.4002e-01, 3.0114e-01, 3.1379e-01], ..., [2.2640e-01, 2.4612e-01, 3.1636e-01, ..., 2.6672e-01, 3.1572e-02, 7.2432e-02], [1.6294e-01, 1.2682e-01, 1.4052e-01, ..., 4.9941e-02, 2.8584e-02, 1.9560e-02], [2.1427e-02, 0.0000e+00, 1.0062e-01, ..., 0.0000e+00, 0.0000e+00, 0.0000e+00]], [[0.0000e+00, 6.6197e-02, 1.0049e-01, ..., 2.6253e-02, 5.9469e-02, 2.0432e-01], [9.0101e-02, 1.3371e-01, 1.5097e-01, ..., 1.9569e-01, 2.4562e-01, 2.4788e-01], [8.9550e-02, 2.1524e-01, 1.6978e-01, ..., 1.8869e-01, 1.5604e-01, 3.5570e-01], ..., [6.7537e-02, 2.6706e-01, 2.1657e-01, ..., 3.3957e-01, 4.6412e-01, 1.9179e-01], [1.1868e-01, 2.1596e-01, 1.9354e-01, ..., 1.9462e-01, 4.9009e-02, 4.4036e-02], [5.3944e-02, 1.9373e-01, 2.5714e-01, ..., 8.7211e-02, 5.5436e-02, 3.6832e-01]], [[1.5669e-02, 0.0000e+00, 0.0000e+00, ..., 0.0000e+00, 0.0000e+00, 0.0000e+00], [0.0000e+00, 0.0000e+00, 0.0000e+00, ..., 0.0000e+00, 0.0000e+00, 0.0000e+00], [0.0000e+00, 0.0000e+00, 0.0000e+00, ..., 0.0000e+00, 0.0000e+00, 0.0000e+00], ..., [0.0000e+00, 0.0000e+00, 0.0000e+00, ..., 0.0000e+00, 0.0000e+00, 0.0000e+00], [0.0000e+00, 0.0000e+00, 0.0000e+00, ..., 0.0000e+00, 0.0000e+00, 0.0000e+00], [6.6258e-02, 0.0000e+00, 0.0000e+00, ..., 0.0000e+00, 0.0000e+00, 5.1809e-02]], ..., [[1.2691e-01, 1.9222e-01, 1.7352e-01, ..., 1.3685e-01, 3.8950e-01, 1.0193e-02], [3.2121e-02, 1.4352e-01, 1.0660e-01, ..., 8.0814e-02, 4.2420e-02, 0.0000e+00], [5.2665e-02, 8.3422e-02, 6.0841e-04, ..., 0.0000e+00, 0.0000e+00, 0.0000e+00], ..., [1.1109e-01, 7.6934e-02, 2.8476e-02, ..., 0.0000e+00, 0.0000e+00, 1.1059e-01], [5.8680e-02, 5.7503e-02, 5.6310e-02, ..., 4.9622e-02, 8.1147e-02, 1.5172e-01], [7.3709e-02, 1.7386e-01, 6.6157e-02, ..., 2.3725e-02, 1.3193e-01, 0.0000e+00]], [[0.0000e+00, 0.0000e+00, 0.0000e+00, ..., 0.0000e+00, 0.0000e+00, 3.7438e-02], [0.0000e+00, 0.0000e+00, 0.0000e+00, ..., 0.0000e+00, 0.0000e+00, 0.0000e+00], [0.0000e+00, 0.0000e+00, 0.0000e+00, ..., 3.2596e-04, 0.0000e+00, 0.0000e+00], ..., [0.0000e+00, 0.0000e+00, 0.0000e+00, ..., 1.1271e-03, 0.0000e+00, 0.0000e+00], [0.0000e+00, 0.0000e+00, 0.0000e+00, ..., 0.0000e+00, 0.0000e+00, 0.0000e+00], [0.0000e+00, 0.0000e+00, 0.0000e+00, ..., 8.1284e-03, 9.0778e-03, 1.0303e-01]], [[1.5338e-01, 6.2089e-02, 3.7160e-02, ..., 7.1299e-02, 6.3016e-02, 1.3531e-01], [3.3914e-02, 0.0000e+00, 3.9949e-02, ..., 0.0000e+00, 0.0000e+00, 3.5445e-02], [5.1858e-02, 0.0000e+00, 0.0000e+00, ..., 0.0000e+00, 0.0000e+00, 0.0000e+00], ..., [0.0000e+00, 0.0000e+00, 2.4737e-02, ..., 0.0000e+00, 0.0000e+00, 0.0000e+00], [0.0000e+00, 0.0000e+00, 0.0000e+00, ..., 7.1288e-02, 0.0000e+00, 1.6628e-02], [1.8903e-01, 0.0000e+00, 1.5180e-01, ..., 0.0000e+00, 0.0000e+00, 0.0000e+00]]]]), tensor([[[[3.7657e-02, 1.4860e-01, 6.2051e-02, ..., 0.0000e+00, 5.7150e-02, 0.0000e+00], [1.5761e-01, 4.2108e-01, 1.4284e-01, ..., 3.5537e-02, 1.0098e-01, 2.2825e-02], [0.0000e+00, 6.2691e-02, 1.8476e-02, ..., 7.5218e-03, 6.4534e-02, 0.0000e+00], ..., [2.9941e-02, 9.0551e-02, 6.7477e-02, ..., 4.4688e-03, 1.2609e-02, 3.2675e-01], [1.0185e-02, 2.2587e-02, 4.0846e-02, ..., 3.9021e-02, 1.4167e-02, 1.0789e-01], [8.6157e-02, 6.3874e-02, 2.5136e-02, ..., 7.3013e-02, 6.4711e-02, 3.4432e-02]], [[2.4062e-01, 1.2489e-01, 2.2822e-01, ..., 9.6073e-02, 9.7947e-02, 1.5717e-01], [8.2426e-02, 0.0000e+00, 4.4627e-02, ..., 7.2403e-02, 0.0000e+00, 1.5737e-01], [1.3977e-01, 0.0000e+00, 0.0000e+00, ..., 5.4094e-02, 6.0425e-03, 2.8413e-01], ..., [2.7596e-01, 5.7942e-02, 0.0000e+00, ..., 1.4429e-03, 7.4338e-03, 0.0000e+00], [2.5748e-01, 4.5727e-02, 3.3443e-02, ..., 0.0000e+00, 0.0000e+00, 0.0000e+00], [3.0534e-01, 2.1831e-01, 1.8200e-01, ..., 4.4716e-01, 6.0372e-01, 5.5191e-01]], [[2.1888e-01, 9.8048e-02, 1.5689e-01, ..., 4.0122e-01, 1.7532e-01, 2.3255e-01], [0.0000e+00, 0.0000e+00, 0.0000e+00, ..., 0.0000e+00, 0.0000e+00, 0.0000e+00], [0.0000e+00, 0.0000e+00, 0.0000e+00, ..., 0.0000e+00, 7.8753e-03, 0.0000e+00], ..., [0.0000e+00, 0.0000e+00, 0.0000e+00, ..., 0.0000e+00, 0.0000e+00, 0.0000e+00], [0.0000e+00, 0.0000e+00, 0.0000e+00, ..., 0.0000e+00, 0.0000e+00, 0.0000e+00], [0.0000e+00, 0.0000e+00, 0.0000e+00, ..., 0.0000e+00, 0.0000e+00, 0.0000e+00]], ..., [[1.9000e-02, 2.8424e-02, 1.5357e-02, ..., 2.6011e-03, 3.1636e-02, 4.4681e-02], [3.9348e-02, 3.2320e-02, 1.9410e-02, ..., 2.9404e-03, 2.2900e-02, 6.6830e-02], [2.2108e-02, 1.3169e-02, 1.2846e-02, ..., 3.3289e-03, 1.8981e-02, 4.6366e-02], ..., [9.8451e-03, 2.9553e-03, 3.4767e-03, ..., 2.1866e-02, 1.1281e-02, 1.3877e-02], [3.3060e-02, 2.3884e-02, 2.4243e-02, ..., 3.7026e-02, 2.1127e-02, 6.6598e-03], [4.3619e-02, 5.4971e-02, 5.4275e-02, ..., 3.0749e-02, 2.0299e-02, 3.1579e-02]], [[0.0000e+00, 0.0000e+00, 0.0000e+00, ..., 1.5644e-01, 0.0000e+00, 0.0000e+00], [0.0000e+00, 0.0000e+00, 0.0000e+00, ..., 0.0000e+00, 0.0000e+00, 0.0000e+00], [0.0000e+00, 0.0000e+00, 0.0000e+00, ..., 0.0000e+00, 0.0000e+00, 0.0000e+00], ..., [0.0000e+00, 4.4652e-02, 4.1247e-02, ..., 0.0000e+00, 0.0000e+00, 4.8091e-01], [0.0000e+00, 0.0000e+00, 0.0000e+00, ..., 0.0000e+00, 2.7590e-02, 4.4410e-01], [0.0000e+00, 0.0000e+00, 0.0000e+00, ..., 0.0000e+00, 0.0000e+00, 1.3163e-01]], [[0.0000e+00, 0.0000e+00, 0.0000e+00, ..., 5.4547e-03, 0.0000e+00, 0.0000e+00], [0.0000e+00, 0.0000e+00, 0.0000e+00, ..., 2.2104e-02, 0.0000e+00, 0.0000e+00], [0.0000e+00, 0.0000e+00, 1.1543e-02, ..., 0.0000e+00, 0.0000e+00, 0.0000e+00], ..., [0.0000e+00, 0.0000e+00, 5.7030e-02, ..., 4.3500e-02, 3.1830e-02, 1.8936e-02], [0.0000e+00, 0.0000e+00, 4.3187e-02, ..., 2.6754e-02, 5.3216e-02, 4.7167e-02], [1.2359e-04, 0.0000e+00, 3.6926e-02, ..., 7.1466e-02, 1.3820e-01, 3.3422e-02]]]])] Feature shapes: torch.Size([1, 512, 28, 28]), torch.Size([1, 1024, 14, 14]) Score patches: [[2.2475185 5.5616713 6.864011 7.2957563] [2.9755898 5.6476126 7.171159 7.4039583] [4.0880976 6.567299 8.377602 8.445382 ] ... [6.975915 7.094679 7.8790207 8.031651 ] [5.5957165 6.294284 7.0199537 7.2149563] [4.6625195 6.069183 6.882549 7.0336733]] Input tensor : [[[[-1.7411594 -1.7582842 -1.7925336 ... -1.8610327 -1.8781574 -1.8781574] [-1.7754089 -1.7754089 -1.7925336 ... -1.8781574 -1.8610327 -1.8610327] [-1.7582842 -1.7925336 -1.8096584 ... -1.843908 -1.8781574 -1.8781574] ... [-1.7925336 -1.7925336 -1.7925336 ... -1.8952821 -1.9124069 -1.8610327] [-1.7754089 -1.7925336 -1.7925336 ... -1.9124069 -1.9295317 -1.9124069] [-1.7925336 -1.7925336 -1.7925336 ... -1.9124069 -1.8952821 -1.9124069]] [[-1.6680672 -1.7030813 -1.6855742 ... -1.7731092 -1.7731092 -1.7906162] [-1.6855742 -1.7030813 -1.6680672 ... -1.7731092 -1.7556022 -1.7906162] [-1.6680672 -1.6855742 -1.6505601 ... -1.7556022 -1.7731092 -1.7731092] ... [-1.7030813 -1.7205882 -1.7030813 ... -1.8606442 -1.8256302 -1.8606442] [-1.7205882 -1.7205882 -1.7030813 ... -1.8431373 -1.8256302 -1.8431373] [-1.7380952 -1.7205882 -1.7030813 ... -1.8431373 -1.8431373 -1.8431373]] [[-1.4210021 -1.3861438 -1.403573 ... -1.5255773 -1.5255773 -1.5255773] [-1.403573 -1.4210021 -1.4210021 ... -1.5604358 -1.5255773 -1.5081482] [-1.4210021 -1.4558606 -1.4210021 ... -1.5255773 -1.5604358 -1.5430065] ... [-1.490719 -1.490719 -1.4732897 ... -1.6650109 -1.6475817 -1.6475817] [-1.490719 -1.5081482 -1.4732897 ... -1.6650109 -1.6475817 -1.6650109] [-1.5081482 -1.490719 -1.4732897 ... -1.6127234 -1.6301525 -1.6475817]]]] Model output/features: [tensor([[[[1.2518e-01, 8.1588e-02, 1.0209e-01, ..., 2.5001e-01, 2.3957e-02, 0.0000e+00], [2.8115e-01, 2.7508e-01, 2.1661e-01, ..., 3.4271e-01, 2.0098e-01, 2.0206e-01], [1.9702e-01, 4.1727e-02, 1.6924e-01, ..., 3.1393e-01, 2.3819e-01, 2.5276e-01], ..., [2.6682e-01, 3.2577e-01, 3.6563e-01, ..., 1.5859e-01, 0.0000e+00, 1.6579e-02], [1.1275e-01, 2.4049e-01, 2.2649e-01, ..., 6.8046e-02, 0.0000e+00, 3.1658e-02], [8.6726e-03, 0.0000e+00, 1.0994e-01, ..., 0.0000e+00, 0.0000e+00, 0.0000e+00]], [[0.0000e+00, 6.0248e-02, 1.0271e-01, ..., 7.6026e-02, 6.9046e-02, 1.7095e-01], [6.9703e-02, 1.1426e-01, 1.6168e-01, ..., 1.9728e-01, 2.1955e-01, 1.3759e-01], [7.5508e-02, 2.2438e-01, 1.8105e-01, ..., 9.4879e-02, 2.5574e-01, 1.9268e-01], ..., [6.0075e-02, 1.9540e-01, 2.2840e-01, ..., 2.9288e-01, 3.1767e-01, 1.4191e-01], [1.1339e-01, 1.5411e-01, 2.1403e-01, ..., 1.8185e-01, 5.8265e-02, 4.5165e-02], [6.4379e-02, 2.1177e-01, 2.1367e-01, ..., 8.7104e-02, 4.7262e-02, 3.5391e-01]], [[2.2054e-02, 0.0000e+00, 0.0000e+00, ..., 0.0000e+00, 0.0000e+00, 0.0000e+00], [0.0000e+00, 0.0000e+00, 0.0000e+00, ..., 0.0000e+00, 0.0000e+00, 0.0000e+00], [0.0000e+00, 0.0000e+00, 0.0000e+00, ..., 0.0000e+00, 0.0000e+00, 0.0000e+00], ..., [0.0000e+00, 0.0000e+00, 0.0000e+00, ..., 0.0000e+00, 0.0000e+00, 0.0000e+00], [0.0000e+00, 0.0000e+00, 0.0000e+00, ..., 0.0000e+00, 0.0000e+00, 0.0000e+00], [4.7314e-02, 0.0000e+00, 0.0000e+00, ..., 0.0000e+00, 0.0000e+00, 0.0000e+00]], ..., [[1.0170e-01, 1.8332e-01, 1.4181e-01, ..., 1.8962e-02, 3.6623e-01, 5.1027e-02], [5.6851e-02, 1.0939e-01, 8.3119e-02, ..., 0.0000e+00, 4.3203e-02, 0.0000e+00], [6.9349e-02, 1.4472e-01, 2.1177e-02, ..., 0.0000e+00, 0.0000e+00, 0.0000e+00], ..., [1.1256e-01, 6.4090e-02, 5.4957e-02, ..., 0.0000e+00, 0.0000e+00, 1.6652e-01], [6.5847e-02, 4.9804e-02, 2.3287e-02, ..., 0.0000e+00, 1.5091e-01, 1.4705e-01], [6.8449e-02, 1.6805e-01, 6.4943e-02, ..., 0.0000e+00, 1.3357e-01, 0.0000e+00]], [[0.0000e+00, 0.0000e+00, 0.0000e+00, ..., 0.0000e+00, 0.0000e+00, 2.9175e-02], [0.0000e+00, 0.0000e+00, 0.0000e+00, ..., 2.3091e-03, 0.0000e+00, 0.0000e+00], [0.0000e+00, 0.0000e+00, 0.0000e+00, ..., 6.9142e-04, 0.0000e+00, 0.0000e+00], ..., [0.0000e+00, 0.0000e+00, 0.0000e+00, ..., 0.0000e+00, 0.0000e+00, 0.0000e+00], [0.0000e+00, 0.0000e+00, 0.0000e+00, ..., 1.4572e-04, 0.0000e+00, 0.0000e+00], [0.0000e+00, 0.0000e+00, 0.0000e+00, ..., 8.3293e-03, 9.1597e-03, 7.4817e-02]], [[3.0009e-01, 2.6353e-01, 1.0277e-01, ..., 1.4392e-01, 3.1050e-02, 1.0633e-01], [1.1513e-01, 0.0000e+00, 0.0000e+00, ..., 0.0000e+00, 0.0000e+00, 0.0000e+00], [0.0000e+00, 2.8254e-03, 1.3540e-01, ..., 0.0000e+00, 0.0000e+00, 0.0000e+00], ..., [0.0000e+00, 0.0000e+00, 0.0000e+00, ..., 0.0000e+00, 0.0000e+00, 0.0000e+00], [7.6285e-02, 0.0000e+00, 5.2759e-02, ..., 0.0000e+00, 5.5761e-02, 0.0000e+00], [5.3392e-02, 0.0000e+00, 2.4694e-01, ..., 7.3090e-02, 1.5508e-01, 0.0000e+00]]]]), tensor([[[[2.7917e-02, 1.2356e-01, 4.8253e-02, ..., 0.0000e+00, 6.5660e-02, 0.0000e+00], [1.5260e-01, 3.3746e-01, 1.3027e-01, ..., 5.1443e-02, 1.3095e-01, 6.1780e-02], [0.0000e+00, 8.3608e-02, 2.4948e-02, ..., 3.5375e-02, 4.4071e-02, 0.0000e+00], ..., [4.3966e-02, 9.5263e-02, 7.2924e-02, ..., 9.4358e-04, 1.7627e-02, 4.4578e-01], [0.0000e+00, 2.1995e-02, 4.2549e-02, ..., 4.3804e-02, 3.2348e-02, 1.7537e-01], [1.0432e-01, 1.2966e-01, 1.7029e-02, ..., 7.1349e-02, 6.8950e-02, 4.5216e-02]], [[2.4121e-01, 1.2215e-01, 2.1914e-01, ..., 8.2336e-02, 1.1931e-01, 1.8677e-01], [1.0324e-01, 0.0000e+00, 3.5865e-02, ..., 5.0181e-02, 0.0000e+00, 1.2598e-01], [1.5857e-01, 0.0000e+00, 0.0000e+00, ..., 7.7513e-02, 8.7453e-02, 2.4358e-01], ..., [2.7694e-01, 2.1820e-02, 1.5977e-03, ..., 0.0000e+00, 6.6075e-03, 0.0000e+00], [2.7294e-01, 6.1821e-02, 6.3191e-02, ..., 0.0000e+00, 0.0000e+00, 0.0000e+00], [3.1556e-01, 2.1088e-01, 1.9029e-01, ..., 4.1556e-01, 5.4842e-01, 5.3429e-01]], [[2.0560e-01, 9.6237e-02, 1.6627e-01, ..., 3.8147e-01, 2.2194e-01, 2.8394e-01], [0.0000e+00, 0.0000e+00, 0.0000e+00, ..., 0.0000e+00, 0.0000e+00, 0.0000e+00], [0.0000e+00, 0.0000e+00, 0.0000e+00, ..., 0.0000e+00, 0.0000e+00, 0.0000e+00], ..., [0.0000e+00, 0.0000e+00, 0.0000e+00, ..., 0.0000e+00, 0.0000e+00, 0.0000e+00], [0.0000e+00, 0.0000e+00, 1.1108e-02, ..., 0.0000e+00, 0.0000e+00, 0.0000e+00], [0.0000e+00, 0.0000e+00, 0.0000e+00, ..., 0.0000e+00, 0.0000e+00, 0.0000e+00]], ..., [[1.1855e-02, 2.5575e-02, 2.8127e-02, ..., 2.3343e-03, 2.4424e-02, 3.6312e-02], [3.8955e-02, 3.0467e-02, 3.5214e-02, ..., 2.5742e-03, 2.1366e-02, 5.2637e-02], [2.4053e-02, 2.1976e-02, 2.4239e-02, ..., 1.2350e-02, 2.5647e-02, 4.0130e-02], ..., [9.1517e-03, 3.0510e-03, 3.2116e-03, ..., 1.6130e-02, 6.8447e-03, 1.1665e-02], [3.2733e-02, 2.1504e-02, 2.5942e-02, ..., 4.0072e-02, 2.0058e-02, 8.8585e-03], [4.2726e-02, 5.1696e-02, 5.2172e-02, ..., 3.5327e-02, 2.6979e-02, 3.8203e-02]], [[0.0000e+00, 0.0000e+00, 0.0000e+00, ..., 1.5924e-01, 0.0000e+00, 0.0000e+00], [0.0000e+00, 0.0000e+00, 0.0000e+00, ..., 0.0000e+00, 0.0000e+00, 0.0000e+00], [0.0000e+00, 0.0000e+00, 0.0000e+00, ..., 0.0000e+00, 0.0000e+00, 0.0000e+00], ..., [0.0000e+00, 9.6064e-02, 1.2605e-01, ..., 0.0000e+00, 0.0000e+00, 4.5248e-01], [0.0000e+00, 0.0000e+00, 0.0000e+00, ..., 0.0000e+00, 1.2498e-01, 4.2525e-01], [0.0000e+00, 0.0000e+00, 0.0000e+00, ..., 0.0000e+00, 0.0000e+00, 3.8683e-02]], [[0.0000e+00, 0.0000e+00, 6.5816e-03, ..., 0.0000e+00, 0.0000e+00, 0.0000e+00], [0.0000e+00, 0.0000e+00, 0.0000e+00, ..., 2.7335e-02, 0.0000e+00, 0.0000e+00], [0.0000e+00, 0.0000e+00, 2.4973e-03, ..., 4.6570e-03, 2.2528e-02, 0.0000e+00], ..., [0.0000e+00, 7.2573e-03, 5.9228e-02, ..., 3.9367e-02, 3.5571e-02, 2.6635e-02], [0.0000e+00, 0.0000e+00, 6.4852e-02, ..., 3.9345e-02, 5.8038e-02, 3.1743e-02], [1.0578e-04, 0.0000e+00, 5.3225e-02, ..., 8.0292e-02, 1.3089e-01, 1.9456e-02]]]])] Feature shapes: torch.Size([1, 512, 28, 28]), torch.Size([1, 1024, 14, 14]) Score patches: [[2.1425543 5.4718847 6.871654 7.3031673] [2.8535423 5.54996 7.1687946 7.3743315] [4.0195646 6.5086393 8.439806 8.470128 ] ... [6.452687 6.6375313 7.8593082 8.048325 ] [5.1394114 5.9229546 6.967184 7.155136 ] [4.3037496 5.7924833 6.8268805 6.9738216]] Input tensor : [[[[-1.7582842 -1.7754089 -1.7582842 ... -1.8610327 -1.8610327 -1.8610327] [-1.7582842 -1.7754089 -1.7582842 ... -1.8781574 -1.8610327 -1.8781574] [-1.7925336 -1.7411594 -1.7582842 ... -1.8781574 -1.843908 -1.8610327] ... [-1.8096584 -1.7925336 -1.7582842 ... -1.8952821 -1.9466565 -1.9124069] [-1.8096584 -1.8096584 -1.7754089 ... -1.9124069 -1.9124069 -1.9295317] [-1.8096584 -1.8096584 -1.7925336 ... -1.9295317 -1.8952821 -1.9466565]] [[-1.6680672 -1.6855742 -1.6855742 ... -1.7731092 -1.7731092 -1.7731092] [-1.6680672 -1.6680672 -1.6855742 ... -1.7906162 -1.7731092 -1.7731092] [-1.7030813 -1.6505601 -1.6680672 ... -1.7731092 -1.7556022 -1.7731092] ... [-1.7205882 -1.7205882 -1.7556022 ... -1.8781512 -1.8956583 -1.8256302] [-1.7205882 -1.7380952 -1.7556022 ... -1.8431373 -1.8606442 -1.8431373] [-1.7205882 -1.7205882 -1.7205882 ... -1.8431373 -1.8606442 -1.8781512]] [[-1.403573 -1.4384314 -1.403573 ... -1.5255773 -1.5255773 -1.5430065] [-1.4210021 -1.4558606 -1.403573 ... -1.5255773 -1.5430065 -1.5430065] [-1.4210021 -1.4210021 -1.403573 ... -1.5430065 -1.5430065 -1.5604358] ... [-1.490719 -1.490719 -1.490719 ... -1.6650109 -1.68244 -1.6650109] [-1.490719 -1.5081482 -1.5081482 ... -1.6475817 -1.6301525 -1.6650109] [-1.5081482 -1.490719 -1.490719 ... -1.6475817 -1.6127234 -1.68244 ]]]] Model output/features: [tensor([[[[4.8364e-02, 1.3349e-02, 5.4782e-02, ..., 1.2345e-01, 1.5591e-02, 0.0000e+00], [2.1132e-01, 1.4037e-01, 2.3236e-01, ..., 3.0318e-01, 2.1239e-01, 2.6638e-01], [2.4145e-01, 1.5016e-01, 2.8989e-01, ..., 3.6671e-01, 2.4157e-01, 2.1751e-01], ..., [2.6087e-01, 2.9132e-01, 2.5924e-01, ..., 1.6992e-01, 2.2011e-02, 1.5724e-02], [1.9008e-01, 1.3466e-01, 1.0812e-01, ..., 5.9516e-02, 1.2810e-02, 0.0000e+00], [2.0915e-02, 0.0000e+00, 1.1982e-01, ..., 0.0000e+00, 0.0000e+00, 0.0000e+00]], [[0.0000e+00, 1.4014e-01, 6.8279e-02, ..., 5.6019e-02, 1.2218e-01, 2.3835e-01], [1.2287e-01, 1.3535e-01, 1.4136e-01, ..., 1.4650e-01, 2.2178e-01, 2.7362e-01], [3.5912e-02, 2.0630e-01, 1.6770e-01, ..., 1.8705e-01, 2.1134e-01, 3.2203e-01], ..., [9.5701e-02, 3.2039e-01, 2.9443e-01, ..., 2.7567e-01, 4.0698e-01, 9.7841e-02], [9.3745e-02, 2.0211e-01, 1.9465e-01, ..., 1.6727e-01, 5.4584e-02, 0.0000e+00], [4.0369e-02, 2.2831e-01, 2.3305e-01, ..., 1.1862e-01, 8.5519e-02, 3.4357e-01]], [[4.9716e-02, 0.0000e+00, 0.0000e+00, ..., 0.0000e+00, 0.0000e+00, 0.0000e+00], [0.0000e+00, 0.0000e+00, 0.0000e+00, ..., 0.0000e+00, 0.0000e+00, 0.0000e+00], [0.0000e+00, 0.0000e+00, 0.0000e+00, ..., 0.0000e+00, 0.0000e+00, 0.0000e+00], ..., [0.0000e+00, 0.0000e+00, 0.0000e+00, ..., 0.0000e+00, 0.0000e+00, 0.0000e+00], [0.0000e+00, 0.0000e+00, 0.0000e+00, ..., 0.0000e+00, 0.0000e+00, 0.0000e+00], [9.0645e-02, 0.0000e+00, 0.0000e+00, ..., 0.0000e+00, 0.0000e+00, 0.0000e+00]], ..., [[1.2651e-01, 2.3535e-01, 1.4218e-01, ..., 6.8943e-02, 3.9275e-01, 0.0000e+00], [7.6715e-02, 1.8074e-01, 4.3664e-02, ..., 3.0881e-02, 1.3503e-02, 0.0000e+00], [9.3036e-02, 8.6383e-02, 0.0000e+00, ..., 0.0000e+00, 0.0000e+00, 0.0000e+00], ..., [5.4184e-02, 7.0023e-02, 3.5760e-02, ..., 0.0000e+00, 0.0000e+00, 1.4300e-01], [1.9988e-02, 9.8893e-02, 8.0971e-02, ..., 0.0000e+00, 5.6671e-02, 1.4109e-01], [4.3199e-02, 1.9677e-01, 7.3272e-02, ..., 0.0000e+00, 1.0883e-01, 0.0000e+00]], [[0.0000e+00, 0.0000e+00, 0.0000e+00, ..., 0.0000e+00, 0.0000e+00, 2.4476e-02], [0.0000e+00, 0.0000e+00, 0.0000e+00, ..., 1.5204e-04, 0.0000e+00, 0.0000e+00], [0.0000e+00, 0.0000e+00, 0.0000e+00, ..., 1.5945e-03, 0.0000e+00, 0.0000e+00], ..., [0.0000e+00, 0.0000e+00, 0.0000e+00, ..., 0.0000e+00, 0.0000e+00, 0.0000e+00], [0.0000e+00, 0.0000e+00, 0.0000e+00, ..., 0.0000e+00, 0.0000e+00, 0.0000e+00], [0.0000e+00, 0.0000e+00, 0.0000e+00, ..., 8.1166e-03, 9.8680e-03, 8.9481e-02]], [[1.9820e-01, 1.5086e-01, 1.6026e-01, ..., 1.0714e-02, 1.3140e-01, 1.1558e-01], [1.6762e-01, 0.0000e+00, 3.5002e-02, ..., 4.5219e-02, 0.0000e+00, 1.8016e-01], [0.0000e+00, 0.0000e+00, 0.0000e+00, ..., 0.0000e+00, 0.0000e+00, 0.0000e+00], ..., [1.7875e-02, 0.0000e+00, 0.0000e+00, ..., 0.0000e+00, 0.0000e+00, 0.0000e+00], [0.0000e+00, 0.0000e+00, 5.4359e-02, ..., 0.0000e+00, 0.0000e+00, 7.5861e-02], [1.0057e-01, 3.8530e-02, 8.6784e-02, ..., 2.8121e-02, 1.5680e-01, 0.0000e+00]]]]), tensor([[[[4.6960e-02, 1.1107e-01, 5.7115e-02, ..., 0.0000e+00, 6.4876e-02, 0.0000e+00], [2.0317e-01, 3.7020e-01, 1.9637e-01, ..., 2.3940e-02, 1.1479e-01, 2.0331e-02], [1.2837e-02, 1.8203e-01, 2.2273e-01, ..., 1.2137e-03, 5.3236e-02, 0.0000e+00], ..., [2.1505e-02, 9.2434e-02, 6.4577e-02, ..., 0.0000e+00, 6.7638e-03, 4.4708e-01], [0.0000e+00, 1.6069e-02, 3.0314e-02, ..., 3.1247e-02, 1.9408e-02, 3.0444e-01], [5.9911e-02, 7.3648e-02, 2.6728e-02, ..., 7.3107e-02, 6.0527e-02, 3.1706e-02]], [[2.2067e-01, 1.1790e-01, 2.1171e-01, ..., 9.1217e-02, 1.1506e-01, 1.6749e-01], [8.8952e-02, 0.0000e+00, 4.8148e-02, ..., 5.7836e-02, 0.0000e+00, 1.5653e-01], [1.7822e-01, 0.0000e+00, 1.6189e-02, ..., 4.5298e-02, 3.0296e-02, 2.9416e-01], ..., [2.1084e-01, 0.0000e+00, 0.0000e+00, ..., 1.3238e-02, 5.8003e-03, 0.0000e+00], [2.3699e-01, 0.0000e+00, 0.0000e+00, ..., 0.0000e+00, 0.0000e+00, 0.0000e+00], [3.6053e-01, 2.1105e-01, 1.8149e-01, ..., 4.2911e-01, 5.5860e-01, 5.0439e-01]], [[2.1732e-01, 1.1337e-01, 1.5921e-01, ..., 3.4883e-01, 1.7669e-01, 2.6812e-01], [0.0000e+00, 0.0000e+00, 0.0000e+00, ..., 0.0000e+00, 0.0000e+00, 0.0000e+00], [0.0000e+00, 0.0000e+00, 0.0000e+00, ..., 0.0000e+00, 0.0000e+00, 0.0000e+00], ..., [0.0000e+00, 0.0000e+00, 0.0000e+00, ..., 0.0000e+00, 0.0000e+00, 0.0000e+00], [0.0000e+00, 0.0000e+00, 0.0000e+00, ..., 0.0000e+00, 0.0000e+00, 0.0000e+00], [0.0000e+00, 0.0000e+00, 0.0000e+00, ..., 0.0000e+00, 0.0000e+00, 0.0000e+00]], ..., [[2.2324e-02, 2.7946e-02, 1.8704e-02, ..., 2.5353e-03, 2.7947e-02, 3.9866e-02], [5.0832e-02, 4.3648e-02, 2.7248e-02, ..., 2.8461e-03, 2.7092e-02, 6.3077e-02], [2.4618e-02, 2.0070e-02, 9.4382e-03, ..., 8.5938e-03, 2.6438e-02, 5.6839e-02], ..., [1.2110e-02, 2.9891e-03, 2.7858e-03, ..., 1.5329e-02, 8.1217e-03, 1.4488e-02], [3.5136e-02, 2.1659e-02, 2.2070e-02, ..., 3.3005e-02, 2.0762e-02, 1.1012e-02], [4.4191e-02, 5.3644e-02, 5.2864e-02, ..., 3.3447e-02, 2.0716e-02, 3.8852e-02]], [[0.0000e+00, 0.0000e+00, 0.0000e+00, ..., 1.3276e-01, 0.0000e+00, 0.0000e+00], [0.0000e+00, 0.0000e+00, 6.6118e-03, ..., 0.0000e+00, 0.0000e+00, 0.0000e+00], [0.0000e+00, 0.0000e+00, 1.0490e-01, ..., 0.0000e+00, 0.0000e+00, 0.0000e+00], ..., [0.0000e+00, 4.8846e-02, 4.2025e-02, ..., 0.0000e+00, 0.0000e+00, 4.1735e-01], [0.0000e+00, 0.0000e+00, 0.0000e+00, ..., 2.0537e-02, 9.7098e-02, 2.5236e-01], [3.6548e-04, 0.0000e+00, 0.0000e+00, ..., 0.0000e+00, 0.0000e+00, 4.6567e-02]], [[0.0000e+00, 0.0000e+00, 0.0000e+00, ..., 0.0000e+00, 2.7741e-03, 0.0000e+00], [0.0000e+00, 0.0000e+00, 0.0000e+00, ..., 3.2137e-02, 0.0000e+00, 0.0000e+00], [0.0000e+00, 0.0000e+00, 3.8019e-03, ..., 7.0781e-07, 1.3240e-02, 0.0000e+00], ..., [0.0000e+00, 0.0000e+00, 6.9479e-02, ..., 4.6230e-02, 3.7152e-02, 3.0307e-02], [0.0000e+00, 0.0000e+00, 4.9176e-02, ..., 4.6183e-02, 6.2061e-02, 4.5299e-02], [8.6184e-04, 0.0000e+00, 5.3921e-02, ..., 1.1345e-01, 5.5870e-02, 3.1376e-02]]]])] Feature shapes: torch.Size([1, 512, 28, 28]), torch.Size([1, 1024, 14, 14]) Score patches: [[1.9939308 5.345087 6.675172 7.189636 ] [2.7030725 5.4408197 6.980178 7.281576 ] [3.8918552 6.416685 8.2856 8.384123 ] ... [6.230978 6.507786 7.712055 7.968033 ] [5.0850267 5.8823595 6.909827 6.9655285] [4.24191 5.6930723 6.680078 6.9269605]] Input tensor : [[[[-1.7411594 -1.7582842 -1.7411594 ... -1.8610327 -1.843908 -1.8781574] [-1.7582842 -1.7582842 -1.7754089 ... -1.8610327 -1.843908 -1.8610327] [-1.7754089 -1.7582842 -1.7925336 ... -1.8610327 -1.8781574 -1.8610327] ... [-1.8096584 -1.8267832 -1.8096584 ... -1.8267832 -1.9124069 -1.9295317] [-1.7925336 -1.8096584 -1.8267832 ... -1.8781574 -1.9466565 -1.9124069] [-1.8267832 -1.8267832 -1.8610327 ... -1.8781574 -1.9124069 -1.9124069]] [[-1.6505601 -1.6680672 -1.6680672 ... -1.7556022 -1.7556022 -1.7731092] [-1.6680672 -1.6855742 -1.7030813 ... -1.7556022 -1.7731092 -1.7906162] [-1.6855742 -1.6855742 -1.7030813 ... -1.7906162 -1.7906162 -1.7731092] ... [-1.7380952 -1.7205882 -1.7205882 ... -1.8606442 -1.8606442 -1.8606442] [-1.7380952 -1.7205882 -1.7205882 ... -1.8431373 -1.8606442 -1.8431373] [-1.7380952 -1.7380952 -1.7556022 ... -1.8606442 -1.8431373 -1.8256302]] [[-1.4210021 -1.4384314 -1.4210021 ... -1.5255773 -1.5255773 -1.5430065] [-1.4210021 -1.4384314 -1.3861438 ... -1.5430065 -1.5430065 -1.5081482] [-1.4384314 -1.4210021 -1.403573 ... -1.5255773 -1.5604358 -1.5081482] ... [-1.490719 -1.5081482 -1.490719 ... -1.5778649 -1.6301525 -1.6301525] [-1.490719 -1.490719 -1.5081482 ... -1.6301525 -1.6650109 -1.6301525] [-1.5081482 -1.4732897 -1.5255773 ... -1.6301525 -1.68244 -1.6650109]]]] Model output/features: [tensor([[[[0.1740, 0.0451, 0.0000, ..., 0.1926, 0.0785, 0.0000], [0.3002, 0.1767, 0.2635, ..., 0.3325, 0.2292, 0.1484], [0.1953, 0.1831, 0.3410, ..., 0.3577, 0.2931, 0.2684], ..., [0.2069, 0.2331, 0.4043, ..., 0.1652, 0.0293, 0.0363], [0.1309, 0.1855, 0.3867, ..., 0.1053, 0.0346, 0.0000], [0.0262, 0.0000, 0.2251, ..., 0.0000, 0.0000, 0.0000]], [[0.0000, 0.1095, 0.0808, ..., 0.0472, 0.0603, 0.2426], [0.1155, 0.1308, 0.1253, ..., 0.1524, 0.2201, 0.2825], [0.0475, 0.2092, 0.1938, ..., 0.1237, 0.1693, 0.3449], ..., [0.1027, 0.2570, 0.2337, ..., 0.3442, 0.3966, 0.0721], [0.1240, 0.1885, 0.2121, ..., 0.1773, 0.1164, 0.0000], [0.0464, 0.2123, 0.2210, ..., 0.1391, 0.0941, 0.4022]], [[0.0642, 0.0000, 0.0000, ..., 0.0000, 0.0000, 0.0000], [0.0000, 0.0000, 0.0000, ..., 0.0000, 0.0000, 0.0000], [0.0000, 0.0000, 0.0000, ..., 0.0000, 0.0000, 0.0000], ..., [0.0000, 0.0000, 0.0000, ..., 0.0000, 0.0000, 0.0000], [0.0000, 0.0000, 0.0000, ..., 0.0000, 0.0000, 0.0000], [0.0631, 0.0000, 0.0000, ..., 0.0000, 0.0000, 0.0000]], ..., [[0.0715, 0.1881, 0.1760, ..., 0.0627, 0.3191, 0.0135], [0.0456, 0.1410, 0.0805, ..., 0.0204, 0.0653, 0.0000], [0.0816, 0.1112, 0.0000, ..., 0.0000, 0.0000, 0.0000], ..., [0.1437, 0.1074, 0.0000, ..., 0.0000, 0.0000, 0.2176], [0.1004, 0.0470, 0.0000, ..., 0.0000, 0.0638, 0.2050], [0.0968, 0.1694, 0.0000, ..., 0.0000, 0.1147, 0.0808]], [[0.0000, 0.0000, 0.0000, ..., 0.0000, 0.0000, 0.0197], [0.0000, 0.0000, 0.0000, ..., 0.0000, 0.0000, 0.0000], [0.0000, 0.0000, 0.0000, ..., 0.0029, 0.0000, 0.0000], ..., [0.0000, 0.0000, 0.0000, ..., 0.0000, 0.0000, 0.0000], [0.0000, 0.0000, 0.0000, ..., 0.0000, 0.0000, 0.0000], [0.0000, 0.0000, 0.0000, ..., 0.0069, 0.0058, 0.1006]], [[0.1815, 0.1323, 0.1772, ..., 0.1564, 0.0820, 0.0763], [0.1010, 0.0268, 0.0000, ..., 0.0000, 0.0000, 0.0726], [0.0000, 0.0000, 0.0000, ..., 0.0011, 0.0000, 0.0000], ..., [0.0673, 0.0000, 0.0000, ..., 0.0000, 0.0000, 0.0000], [0.0000, 0.0000, 0.0000, ..., 0.0000, 0.0000, 0.0079], [0.1883, 0.0439, 0.1969, ..., 0.0360, 0.0000, 0.0000]]]]), tensor([[[[0.0338, 0.1397, 0.0600, ..., 0.0000, 0.0565, 0.0000], [0.1556, 0.2874, 0.1198, ..., 0.0132, 0.1067, 0.0284], [0.0000, 0.0806, 0.0251, ..., 0.0000, 0.0540, 0.0000], ..., [0.0283, 0.0919, 0.0730, ..., 0.0084, 0.0240, 0.4168], [0.0000, 0.0297, 0.0350, ..., 0.0535, 0.0297, 0.2296], [0.0509, 0.0719, 0.0200, ..., 0.0856, 0.0620, 0.0324]], [[0.2432, 0.1423, 0.2281, ..., 0.1023, 0.1219, 0.2120], [0.1045, 0.0000, 0.0355, ..., 0.0782, 0.0000, 0.1920], [0.1370, 0.0000, 0.0000, ..., 0.0595, 0.0370, 0.3675], ..., [0.2167, 0.0305, 0.0000, ..., 0.0012, 0.0000, 0.0000], [0.2269, 0.0000, 0.0000, ..., 0.0000, 0.0000, 0.0000], [0.3377, 0.2357, 0.1856, ..., 0.4202, 0.5170, 0.4418]], [[0.2158, 0.1732, 0.1717, ..., 0.3743, 0.2085, 0.1769], [0.0000, 0.0000, 0.0000, ..., 0.0000, 0.0000, 0.0000], [0.0000, 0.0000, 0.0000, ..., 0.0000, 0.0000, 0.0000], ..., [0.0000, 0.0000, 0.0000, ..., 0.0000, 0.0000, 0.0000], [0.0000, 0.0000, 0.0000, ..., 0.0000, 0.0000, 0.0000], [0.0000, 0.0000, 0.0000, ..., 0.0000, 0.0000, 0.0000]], ..., [[0.0199, 0.0290, 0.0161, ..., 0.0027, 0.0289, 0.0485], [0.0418, 0.0294, 0.0168, ..., 0.0031, 0.0315, 0.0810], [0.0274, 0.0207, 0.0170, ..., 0.0041, 0.0268, 0.0625], ..., [0.0090, 0.0032, 0.0045, ..., 0.0155, 0.0069, 0.0053], [0.0251, 0.0190, 0.0259, ..., 0.0318, 0.0182, 0.0087], [0.0421, 0.0530, 0.0535, ..., 0.0261, 0.0222, 0.0398]], [[0.0000, 0.0000, 0.0000, ..., 0.1413, 0.0000, 0.0000], [0.0000, 0.0000, 0.0000, ..., 0.0000, 0.0000, 0.0000], [0.0000, 0.0000, 0.0000, ..., 0.0000, 0.0000, 0.0000], ..., [0.0000, 0.0883, 0.0542, ..., 0.0000, 0.0000, 0.4388], [0.0000, 0.0000, 0.0000, ..., 0.0000, 0.0000, 0.1595], [0.0086, 0.0000, 0.0000, ..., 0.0000, 0.0000, 0.0000]], [[0.0000, 0.0000, 0.0000, ..., 0.0053, 0.0019, 0.0000], [0.0000, 0.0000, 0.0000, ..., 0.0281, 0.0000, 0.0000], [0.0000, 0.0000, 0.0073, ..., 0.0090, 0.0000, 0.0000], ..., [0.0000, 0.0062, 0.0636, ..., 0.0391, 0.0389, 0.0321], [0.0000, 0.0000, 0.0617, ..., 0.0250, 0.0578, 0.0489], [0.0045, 0.0000, 0.0507, ..., 0.0309, 0.0430, 0.0287]]]])] Feature shapes: torch.Size([1, 512, 28, 28]), torch.Size([1, 1024, 14, 14]) Score patches: [[2.1632376 5.5190487 6.827277 7.3354206] [2.905406 5.6079836 7.122286 7.4355097] [4.1038523 6.5448103 8.408171 8.525321 ] ... [6.5620513 6.677433 7.8233414 7.8975086] [5.2721243 5.982086 6.9692106 7.0330734] [4.333424 5.7289863 6.6531134 6.9914007]] Input tensor : [[[[-1.7582842 -1.7754089 -1.7754089 ... -1.8096584 -1.8781574 -1.8952821] [-1.7582842 -1.7582842 -1.7754089 ... -1.8610327 -1.8781574 -1.8781574] [-1.7754089 -1.7754089 -1.7754089 ... -1.8610327 -1.8781574 -1.8610327] ... [-1.7925336 -1.8096584 -1.7754089 ... -1.8781574 -1.9124069 -1.9124069] [-1.8267832 -1.8267832 -1.8096584 ... -1.9124069 -1.9124069 -1.9295317] [-1.8096584 -1.8096584 -1.7754089 ... -1.9295317 -1.8952821 -1.9124069]] [[-1.6855742 -1.6855742 -1.6855742 ... -1.7731092 -1.7906162 -1.7906162] [-1.6855742 -1.6680672 -1.6855742 ... -1.7731092 -1.7906162 -1.7906162] [-1.6855742 -1.6680672 -1.6855742 ... -1.7731092 -1.7731092 -1.7731092] ... [-1.7030813 -1.7380952 -1.7205882 ... -1.8431373 -1.8431373 -1.8606442] [-1.7205882 -1.7380952 -1.7030813 ... -1.8431373 -1.8431373 -1.8781512] [-1.7205882 -1.7030813 -1.7030813 ... -1.8781512 -1.8606442 -1.8431373]] [[-1.3861438 -1.4210021 -1.3861438 ... -1.490719 -1.490719 -1.490719 ] [-1.403573 -1.403573 -1.4210021 ... -1.5255773 -1.5081482 -1.490719 ] [-1.4210021 -1.4384314 -1.4210021 ... -1.5255773 -1.5604358 -1.5430065] ... [-1.490719 -1.4384314 -1.4558606 ... -1.6301525 -1.6127234 -1.6127234] [-1.490719 -1.4732897 -1.490719 ... -1.6475817 -1.6127234 -1.6301525] [-1.490719 -1.490719 -1.4732897 ... -1.6650109 -1.6301525 -1.6127234]]]] Model output/features: [tensor([[[[0.1370, 0.1615, 0.1796, ..., 0.1759, 0.0747, 0.0000], [0.2923, 0.3243, 0.2564, ..., 0.3523, 0.1819, 0.1823], [0.1633, 0.1094, 0.2362, ..., 0.3319, 0.2708, 0.2878], ..., [0.1138, 0.1361, 0.2346, ..., 0.1628, 0.0495, 0.0653], [0.0847, 0.1921, 0.2870, ..., 0.0179, 0.0237, 0.0563], [0.0276, 0.0248, 0.2192, ..., 0.0000, 0.0000, 0.0000]], [[0.0000, 0.0367, 0.0916, ..., 0.0437, 0.0820, 0.2064], [0.0663, 0.1038, 0.1859, ..., 0.1660, 0.1677, 0.2615], [0.0898, 0.2122, 0.2359, ..., 0.2141, 0.1632, 0.2830], ..., [0.1046, 0.2471, 0.2438, ..., 0.3345, 0.5001, 0.1026], [0.0999, 0.1687, 0.2464, ..., 0.2811, 0.0667, 0.0000], [0.0623, 0.2018, 0.2164, ..., 0.1390, 0.1036, 0.2962]], [[0.0136, 0.0000, 0.0000, ..., 0.0000, 0.0000, 0.0000], [0.0000, 0.0000, 0.0000, ..., 0.0000, 0.0000, 0.0000], [0.0000, 0.0000, 0.0000, ..., 0.0000, 0.0000, 0.0000], ..., [0.0000, 0.0000, 0.0000, ..., 0.0000, 0.0000, 0.0000], [0.0000, 0.0000, 0.0000, ..., 0.0000, 0.0000, 0.0000], [0.0438, 0.0000, 0.0000, ..., 0.0000, 0.0000, 0.0894]], ..., [[0.1041, 0.1567, 0.1228, ..., 0.0776, 0.3369, 0.0312], [0.0618, 0.0885, 0.0611, ..., 0.0512, 0.0409, 0.0000], [0.0966, 0.0952, 0.0271, ..., 0.0000, 0.0000, 0.0000], ..., [0.1198, 0.1723, 0.0354, ..., 0.0000, 0.0000, 0.0961], [0.1288, 0.0432, 0.0000, ..., 0.0000, 0.1039, 0.1293], [0.0955, 0.1143, 0.0000, ..., 0.0000, 0.1224, 0.0532]], [[0.0000, 0.0000, 0.0000, ..., 0.0000, 0.0000, 0.0320], [0.0000, 0.0000, 0.0000, ..., 0.0000, 0.0000, 0.0000], [0.0000, 0.0000, 0.0000, ..., 0.0030, 0.0000, 0.0000], ..., [0.0000, 0.0000, 0.0000, ..., 0.0000, 0.0000, 0.0000], [0.0000, 0.0000, 0.0000, ..., 0.0000, 0.0000, 0.0000], [0.0000, 0.0000, 0.0000, ..., 0.0076, 0.0089, 0.0828]], [[0.2179, 0.1538, 0.1486, ..., 0.1125, 0.1625, 0.1168], [0.0699, 0.0000, 0.0000, ..., 0.0559, 0.0000, 0.0643], [0.0243, 0.0000, 0.0000, ..., 0.0000, 0.0000, 0.0000], ..., [0.0328, 0.0000, 0.0000, ..., 0.0000, 0.0000, 0.0000], [0.0000, 0.0000, 0.0000, ..., 0.0256, 0.0829, 0.0000], [0.1934, 0.0396, 0.0905, ..., 0.0720, 0.0006, 0.0000]]]]), tensor([[[[2.2751e-02, 1.2866e-01, 6.5144e-02, ..., 0.0000e+00, 6.9577e-02, 0.0000e+00], [1.5049e-01, 3.2800e-01, 1.0024e-01, ..., 3.2268e-02, 8.2487e-02, 5.2706e-03], [0.0000e+00, 8.4947e-02, 1.3122e-02, ..., 0.0000e+00, 3.7806e-02, 0.0000e+00], ..., [3.3779e-02, 9.1411e-02, 7.3304e-02, ..., 0.0000e+00, 9.6532e-03, 4.0350e-01], [0.0000e+00, 2.3515e-02, 3.6887e-02, ..., 5.7139e-02, 3.5012e-02, 2.7997e-01], [5.1256e-02, 7.6022e-02, 2.3151e-02, ..., 8.3877e-02, 8.3147e-02, 3.8220e-02]], [[2.4587e-01, 1.3980e-01, 2.4827e-01, ..., 1.0884e-01, 9.0925e-02, 1.6325e-01], [1.1353e-01, 0.0000e+00, 2.9007e-02, ..., 5.1905e-02, 0.0000e+00, 1.5630e-01], [1.1828e-01, 0.0000e+00, 0.0000e+00, ..., 6.4187e-02, 6.8057e-02, 2.8395e-01], ..., [1.9034e-01, 7.1390e-03, 0.0000e+00, ..., 1.5801e-02, 9.7063e-03, 0.0000e+00], [2.6521e-01, 1.7205e-02, 0.0000e+00, ..., 1.0463e-04, 0.0000e+00, 2.6881e-02], [3.0319e-01, 1.8677e-01, 1.3978e-01, ..., 3.9921e-01, 5.6445e-01, 4.9912e-01]], [[1.8579e-01, 1.2426e-01, 1.7030e-01, ..., 4.1176e-01, 2.5618e-01, 3.3075e-01], [0.0000e+00, 0.0000e+00, 0.0000e+00, ..., 0.0000e+00, 0.0000e+00, 0.0000e+00], [0.0000e+00, 0.0000e+00, 0.0000e+00, ..., 0.0000e+00, 6.0221e-03, 0.0000e+00], ..., [0.0000e+00, 0.0000e+00, 0.0000e+00, ..., 0.0000e+00, 0.0000e+00, 0.0000e+00], [0.0000e+00, 0.0000e+00, 4.6938e-02, ..., 0.0000e+00, 0.0000e+00, 0.0000e+00], [0.0000e+00, 0.0000e+00, 0.0000e+00, ..., 0.0000e+00, 0.0000e+00, 0.0000e+00]], ..., [[1.4429e-02, 2.0945e-02, 2.0039e-02, ..., 2.5379e-03, 2.5006e-02, 3.5256e-02], [3.8044e-02, 3.4751e-02, 2.1083e-02, ..., 2.8417e-03, 2.7411e-02, 6.0630e-02], [2.2239e-02, 1.7780e-02, 1.5259e-02, ..., 4.5030e-03, 2.5552e-02, 4.7477e-02], ..., [7.3693e-03, 3.0963e-03, 8.6422e-03, ..., 1.7508e-02, 7.5165e-03, 5.3586e-03], [2.9290e-02, 1.9382e-02, 2.3329e-02, ..., 4.0812e-02, 2.1534e-02, 1.0752e-02], [4.6487e-02, 5.5959e-02, 5.2344e-02, ..., 3.7769e-02, 2.0805e-02, 3.8010e-02]], [[0.0000e+00, 0.0000e+00, 0.0000e+00, ..., 1.5110e-01, 0.0000e+00, 0.0000e+00], [0.0000e+00, 0.0000e+00, 0.0000e+00, ..., 0.0000e+00, 0.0000e+00, 0.0000e+00], [0.0000e+00, 0.0000e+00, 0.0000e+00, ..., 0.0000e+00, 0.0000e+00, 0.0000e+00], ..., [0.0000e+00, 1.2014e-01, 1.2245e-02, ..., 0.0000e+00, 0.0000e+00, 4.3280e-01], [0.0000e+00, 0.0000e+00, 0.0000e+00, ..., 0.0000e+00, 2.5536e-02, 2.5239e-01], [0.0000e+00, 0.0000e+00, 0.0000e+00, ..., 0.0000e+00, 0.0000e+00, 5.1196e-02]], [[0.0000e+00, 0.0000e+00, 0.0000e+00, ..., 4.6977e-03, 0.0000e+00, 0.0000e+00], [0.0000e+00, 0.0000e+00, 0.0000e+00, ..., 2.7543e-02, 0.0000e+00, 0.0000e+00], [0.0000e+00, 0.0000e+00, 0.0000e+00, ..., 9.5800e-03, 1.0973e-02, 0.0000e+00], ..., [7.3328e-03, 2.1651e-02, 1.3207e-01, ..., 5.8925e-02, 3.4234e-02, 3.5164e-02], [0.0000e+00, 0.0000e+00, 6.1340e-02, ..., 4.7779e-02, 4.8365e-02, 3.3315e-02], [1.3806e-04, 0.0000e+00, 5.6954e-02, ..., 9.5966e-02, 6.9589e-02, 2.6439e-02]]]])] Feature shapes: torch.Size([1, 512, 28, 28]), torch.Size([1, 1024, 14, 14])