Effect of Noise on Auto-find Performance

The ability of the auto-find feature to detect spots on a single frame is tested with a grid of 25 Gaussian spots on a 400 by 400 pixel image. The Gaussian spots have a standard deviation 5 and maximum value 0.3, and the background has a brightness of 0.4. Varying levels of noise are added to images to observe the effect of noise on auto-find performance, and each noise level is tested with different values of the fluorescent_spot_threshold setting. The table indicates how many beads out of the possible 25 the Video Spot Tracker detects. For all trials, the Video Spot Tracker maintain_fluorescent_beads option is set at 25. All trials use a symmetric tracking kernel with a radius of 13.

Noise Level
Threshold Level
Beads Found
VST Log
Image
Mean=2 Var=1e4
0.5
25
VST Log
Image
Mean=2 Var=1e4
0.4
25
VST Log
Image
Mean=2 Var=1e4
0.3
25
VST Log
Image
Mean=2 Var=1e4
0.2
25
VST Log
Image
Mean=20 Var=1e5
0.5
25
VST Log
Image
Mean=20 Var=1e5
0.4
25
VST Log
Image
Mean=20 Var=1e5
0.3
25
VST Log
Image
Mean=20 Var=1e5
0.2
25
VST Log
Image
Mean=200 Var=1e6
0.5
25
VST Log
Image
Mean=200 Var=1e6
0.4
25
VST Log
Image
Mean=200 Var=1e6
0.3
25
VST Log
Image
Mean=200 Var=1e6
0.2
0
VST Log
Image
Mean=2000 Var=1e7
0.5
25
VST Log
Image
Mean=2000 Var=1e7
0.4
0
VST Log
Image
Mean=2000 Var=1e7
0.3
4
VST Log
Image
Mean=2000 Var=1e7
0.2
1
VST Log
Image
Mean=20000 Var=1e8
0.5
1
VST Log
Image
Mean=20000 Var=1e8
0.4
1
VST Log
Image
Mean=20000 Var=1e8
0.3
1
VST Log
Image
Mean=20000 Var=1e8
0.2
1
VST Log
Image


Example images follow:

gaussian_5_sym_flat.2_1e4.0000.bmp

gaussian_5_sym_flat.20_1e5.0000.bmp

gaussian_5_sym_flat.200_1e6.0000.bmp

gaussian_5_sym_flat.2000_1e7.0000.bmp

gaussian_5_sym_flat.20000_1e8.0000.bmp