FastSAM
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FastSAM with FacebookSAM output format?
I am moving from Facebook SAM to FastSAM for performance
This is the output from Facebook SAM which is a one-dimension Tensor object, a mask
tensor([[[[ 0.0513, 0.0712, 0.0959, ..., -0.0717, 0.0165, -0.0367],
[ 0.0574, 0.0634, 0.0914, ..., -0.0781, -0.1138, -0.0455],
[ 0.0157, 0.0310, 0.0440, ..., -0.0873, -0.0347, -0.1231],
...,
[-0.0402, -0.0600, -0.0629, ..., -0.1163, -0.1132, -0.1191],
[-0.0495, -0.0641, -0.0661, ..., -0.1131, -0.1118, -0.1168],
[-0.0798, -0.0714, -0.0717, ..., -0.0992, -0.0963, -0.0890]],
[[-0.0449, -0.0964, -0.1324, ..., -0.1508, -0.1199, -0.0934],
[-0.1326, -0.1667, -0.1602, ..., -0.0682, -0.1388, -0.0889],
[-0.1147, -0.1695, -0.1331, ..., -0.2159, -0.1789, -0.0721],
...,
[ 0.0408, 0.0469, 0.0465, ..., 0.1070, 0.1099, 0.0866],
[ 0.0482, 0.0551, 0.0556, ..., 0.1106, 0.1125, 0.0906],
[ 0.0450, 0.0694, 0.0697, ..., 0.1164, 0.1168, 0.0991]],
[[-0.0713, -0.0456, -0.0633, ..., 0.0490, 0.0378, -0.0029],
[-0.0800, -0.0435, -0.0320, ..., -0.0236, 0.0763, 0.0738],
[-0.0526, -0.0559, -0.0559, ..., -0.0367, -0.0532, 0.1031],
...,
[ 0.1038, 0.1466, 0.1499, ..., 0.2240, 0.2203, 0.2207],
[ 0.1106, 0.1544, 0.1615, ..., 0.2243, 0.2158, 0.2178],
[ 0.1271, 0.1747, 0.1773, ..., 0.2146, 0.2080, 0.2175]],
...,
[[-0.0022, -0.0022, -0.0024, ..., -0.0022, -0.0022, -0.0020],
[-0.0025, -0.0024, -0.0025, ..., -0.0025, -0.0026, -0.0020],
[-0.0025, -0.0024, -0.0024, ..., -0.0024, -0.0024, -0.0020],
...,
[-0.0022, -0.0022, -0.0022, ..., -0.0023, -0.0024, -0.0023],
[-0.0022, -0.0022, -0.0022, ..., -0.0024, -0.0024, -0.0024],
[-0.0021, -0.0022, -0.0022, ..., -0.0023, -0.0024, -0.0024]],
[[-0.0863, 0.0141, -0.0142, ..., 0.0116, 0.0619, 0.0180],
[-0.0471, 0.0461, 0.0503, ..., -0.0294, 0.0006, 0.0611],
[-0.0185, 0.0570, 0.0842, ..., 0.0612, 0.0222, 0.0350],
...,
[ 0.3473, 0.3497, 0.3492, ..., 0.1776, 0.1647, 0.1306],
[ 0.3304, 0.3298, 0.3299, ..., 0.1643, 0.1551, 0.1242],
[ 0.3065, 0.3209, 0.3124, ..., 0.1530, 0.1493, 0.1357]],
[[ 0.1114, 0.1155, 0.1297, ..., 0.0480, 0.0133, 0.0310],
[ 0.0289, 0.0467, 0.0088, ..., 0.0373, -0.0320, -0.1146],
[ 0.0253, 0.0315, 0.0383, ..., -0.0150, 0.0317, -0.1755],
...,
[ 0.0209, 0.0630, 0.0607, ..., -0.0191, -0.0278, -0.0416],
[-0.0036, 0.0483, 0.0479, ..., -0.0265, -0.0374, -0.0489],
[-0.0783, -0.0079, 0.0017, ..., -0.0477, -0.0594, -0.0651]]]],
device='cuda:0')
While the output of FastSAM is a Tensor with length = 40
Speed: 3.0ms preprocess, 64.9ms inference, 4.5ms postprocess per image at shape (1, 3, 1024, 1024)
tensor([[[0., 0., 0., ..., 0., 0., 0.],
[0., 0., 0., ..., 0., 0., 0.],
[0., 0., 0., ..., 0., 0., 0.],
...,
[0., 0., 0., ..., 0., 0., 0.],
[0., 0., 0., ..., 0., 0., 0.],
[0., 0., 0., ..., 0., 0., 0.]],
[[0., 0., 0., ..., 0., 0., 0.],
[0., 0., 0., ..., 0., 0., 0.],
[0., 0., 0., ..., 0., 0., 0.],
...,
[0., 0., 0., ..., 0., 0., 0.],
[0., 0., 0., ..., 0., 0., 0.],
[0., 0., 0., ..., 0., 0., 0.]],
[[0., 0., 0., ..., 0., 0., 0.],
[0., 0., 0., ..., 0., 0., 0.],
[0., 0., 0., ..., 0., 0., 0.],
...,
[0., 0., 0., ..., 0., 0., 0.],
[0., 0., 0., ..., 0., 0., 0.],
[0., 0., 0., ..., 0., 0., 0.]],
...,
[[0., 0., 0., ..., 0., 0., 0.],
[0., 0., 0., ..., 0., 0., 0.],
[0., 0., 0., ..., 0., 0., 0.],
...,
[0., 0., 0., ..., 0., 0., 0.],
[0., 0., 0., ..., 0., 0., 0.],
[0., 0., 0., ..., 0., 0., 0.]],
[[0., 0., 0., ..., 0., 0., 0.],
[0., 0., 0., ..., 0., 0., 0.],
[0., 0., 0., ..., 0., 0., 0.],
...,
[0., 0., 0., ..., 0., 0., 0.],
[0., 0., 0., ..., 0., 0., 0.],
[0., 0., 0., ..., 0., 0., 0.]],
[[0., 0., 0., ..., 0., 0., 0.],
[0., 0., 0., ..., 0., 0., 0.],
[0., 0., 0., ..., 0., 0., 0.],
...,
[0., 0., 0., ..., 0., 0., 0.],
[0., 0., 0., ..., 0., 0., 0.],
[0., 0., 0., ..., 0., 0., 0.]]], device='cuda:0')
Is there any way to make FastSAM output the same format as Facebook SAM?