Pareto Front Membership — Criteria × Transformation Points

AS_r0.7-1.3 AS_r0.6-1.4 CJ_b0.4_c0.4_s0.2_h0.1 CJ_b0.5_c0.5_s0.3_h0.15 SC_s150 SC_s200 FF_s0.2-0.6 FFH_s0.3_c0.3 FFL_s0.3_c0.3 FFM_s0.3_c0.3 GB_k9_s0.1-2.0 GB_k11_s0.5-2.5 GN_std0.05 GN_std0.08 Rot_a3-4.5-7.5-12.5 Rot_a2-5-9-15 Rot_a4-6-10-14 GT_a4-6-10-14_mt12 GS_p1.0 GS_p0.75_v2 PR_sig1.0_int0.2 Rs_f0.75-0.85-1.0-1.15-1.25 Rot_a12.5 Rot_a3 Rot_a4.5 Rot_a7.5 Rs_f0.75 Rs_f0.85 Rs_f1.15 Rs_f1.25 SC_s120-225 SC_s90-180 SC_s150-200 TS_ms0.15 TS_ms0.2 Tr_mt12 VPS_ph50
CRITERIA
avg mIoU F3, avg mIoU SEAM AI (BYOL) x x x
avg mIoU F3, avg mIoU SEAM AI (DenseCL) x x x x x x
avg mIoU F3, avg mIoU SEAM AI (FastSiam) x x x
avg mIoU F3, avg mIoU SEAM AI (MoCo) x x x
avg mIoU F3, avg mIoU SEAM AI (TriBYOL) x x x
avg mIoU BYOL, avg mIoU DenseCL (F3) x x x x x x x x
avg mIoU BYOL, avg mIoU FastSiam (F3) x x x x
avg mIoU BYOL, avg mIoU MoCo (F3) x x x x x
avg mIoU BYOL, avg mIoU TriBYOL (F3) x x x x x
avg mIoU DenseCL, avg mIoU FastSiam (F3) x x x
avg mIoU DenseCL, avg mIoU MoCo (F3) x x x x
avg mIoU DenseCL, avg mIoU TriBYOL (F3) x x x
avg mIoU FastSiam, avg mIoU MoCo (F3) x x x x x x
avg mIoU FastSiam, avg mIoU TriBYOL (F3) x
avg mIoU MoCo, avg mIoU TriBYOL (F3) x x x
avg mIoU BYOL, avg mIoU DenseCL (SEAM AI) x
avg mIoU BYOL, avg mIoU FastSiam (SEAM AI) x x x x
avg mIoU BYOL, avg mIoU MoCo (SEAM AI) x x x
avg mIoU BYOL, avg mIoU TriBYOL (SEAM AI) x x x x x x
avg mIoU DenseCL, avg mIoU FastSiam (SEAM AI) x x x x
avg mIoU DenseCL, avg mIoU MoCo (SEAM AI) x x x x x x x
avg mIoU DenseCL, avg mIoU TriBYOL (SEAM AI) x x x
avg mIoU FastSiam, avg mIoU MoCo (SEAM AI) x x x
avg mIoU FastSiam, avg mIoU TriBYOL (SEAM AI) x x x
avg mIoU MoCo, avg mIoU TriBYOL (SEAM AI) x x x x x
Mean mIoU vs Std (BYOL, F3) x x x x x
Mean mIoU vs Std (BYOL, SEAM AI) x x x x x
Mean mIoU vs Std (DenseCL, F3) x x x x x
Mean mIoU vs Std (DenseCL, SEAM AI) x x x x x x
Mean mIoU vs Std (FastSiam, F3) x x
Mean mIoU vs Std (FastSiam, SEAM AI) x x x
Mean mIoU vs Std (MoCo, F3) x x x x x
Mean mIoU vs Std (MoCo, SEAM AI) x x x x x x
Mean mIoU vs Std (TriBYOL, F3) x x x x x x x
Mean mIoU vs Std (TriBYOL, SEAM AI) x x x x x

Wilcoxon Signed-Rank Test Results (α = 0.05)

Comparison N W p-value Significant Higher median
avg mIoU F3, avg mIoU SEAM AI (BYOL) 37 23.0 9.313226e-09 True criterion 1
avg mIoU F3, avg mIoU SEAM AI (DenseCL) 37 19.0 4.467438e-09 True criterion 1
avg mIoU F3, avg mIoU SEAM AI (FastSiam) 37 78.0 8.964271e-06 True criterion 1
avg mIoU F3, avg mIoU SEAM AI (MoCo) 37 45.0 2.444140e-07 True criterion 1
avg mIoU F3, avg mIoU SEAM AI (TriBYOL) 37 56.0 9.216456e-07 True criterion 2
avg mIoU BYOL, avg mIoU DenseCL (F3) 37 114.0 1.753965e-04 True criterion 1
avg mIoU BYOL, avg mIoU FastSiam (F3) 37 42.0 1.653825e-07 True criterion 1
avg mIoU BYOL, avg mIoU MoCo (F3) 37 174.0 6.529043e-03 True criterion 1
avg mIoU BYOL, avg mIoU TriBYOL (F3) 37 4.0 1.018634e-10 True criterion 1
avg mIoU DenseCL, avg mIoU FastSiam (F3) 37 183.0 1.007952e-02 True criterion 1
avg mIoU DenseCL, avg mIoU MoCo (F3) 37 175.0 6.860146e-03 True criterion 2
avg mIoU DenseCL, avg mIoU TriBYOL (F3) 37 5.0 1.455192e-10 True criterion 1
avg mIoU FastSiam, avg mIoU MoCo (F3) 37 101.0 6.536095e-05 True criterion 2
avg mIoU FastSiam, avg mIoU TriBYOL (F3) 37 42.0 1.653825e-07 True criterion 1
avg mIoU MoCo, avg mIoU TriBYOL (F3) 37 16.0 2.459274e-09 True criterion 1
avg mIoU BYOL, avg mIoU DenseCL (SEAM AI) 37 208.0 2.980146e-02 True criterion 1
avg mIoU BYOL, avg mIoU FastSiam (SEAM AI) 37 162.0 3.517973e-03 True criterion 1
avg mIoU BYOL, avg mIoU MoCo (SEAM AI) 37 273.0 2.424360e-01 False criterion 1
avg mIoU BYOL, avg mIoU TriBYOL (SEAM AI) 37 135.0 7.294246e-04 True criterion 2
avg mIoU DenseCL, avg mIoU FastSiam (SEAM AI) 37 252.0 1.365538e-01 False criterion 1
avg mIoU DenseCL, avg mIoU MoCo (SEAM AI) 37 349.0 9.762196e-01 False criterion 1
avg mIoU DenseCL, avg mIoU TriBYOL (SEAM AI) 37 52.0 5.788315e-07 True criterion 2
avg mIoU FastSiam, avg mIoU MoCo (SEAM AI) 37 266.0 2.022527e-01 False criterion 2
avg mIoU FastSiam, avg mIoU TriBYOL (SEAM AI) 37 15.0 1.993612e-09 True criterion 2
avg mIoU MoCo, avg mIoU TriBYOL (SEAM AI) 37 89.0 2.418221e-05 True criterion 2

Abbreviation Glossary

Abbreviation Full name
AS Amplitude Scaling
CJ Color Jitter
Cr Single Crop
FF Frequency Filter (generic)
FFH Frequency Filter - High Pass
FFL Frequency Filter - Low Pass
FFM Frequency Filter - Mixed (Low Pass + High Pass)
GB Gaussian Blur
GN Gaussian Noise
GS Grayscale
GT Geometric Transform
PR Pseudo Relief
Rot Rotation (Gentle Rotation family)
Rs Resize / Scaling
SC Squared Crop
TS Time Shift
Tr Translation
VPS Vertical Patch Swap

Full Transformation Legend

Short label Full description
AS_r0.6-1.4 Amplitude Scaling, scale_range = (0.6, 1.4) (v2)
AS_r0.7-1.3 Amplitude Scaling, scale_range = (0.7, 1.3) (v1)
CJ_b0.4_c0.4_s0.2_h0.1 Color Jitter, (brightness, contrast, saturation, hue) = (0.4, 0.4, 0.2, 0.1) (v1)
CJ_b0.5_c0.5_s0.3_h0.15 Color Jitter, (brightness, contrast, saturation, hue) = (0.5, 0.5, 0.3, 0.15) (v2)
FFH_s0.3_c0.3 Frequency Filter - High Pass, filter_strength = 0.3, cutoff_freq = 0.3 (v2) -- NOTE: current code actually instantiates this as filter_type='mixed', not 'high_pass'
FFL_s0.3_c0.3 Frequency Filter - Low Pass, filter_strength = 0.3, cutoff_freq = 0.3 (v2) -- NOTE: current code actually instantiates this as filter_type='mixed', not 'low_pass'
FFM_s0.3_c0.3 Frequency Filter - Mixed (low+high pass), filter_strength = 0.3, cutoff_freq = 0.3 (v2)
FF_s0.2-0.6 Frequency Filter (generic), filter_strength_range = (0.2, 0.6) (v1)
GB_k11_s0.5-2.5 Gaussian Blur, kernel_size = 11, sigma = (0.5, 2.5) (v2)
GB_k9_s0.1-2.0 Gaussian Blur, kernel_size = 9, sigma = (0.1, 2.0) (v1)
GN_std0.05 Gaussian Noise, std = 0.05 (v1)
GN_std0.08 Gaussian Noise, std = 0.08 (v2)
GS_p0.75_v2 Grayscale conversion, RandomGrayscale(p=0.75) (v2)
GS_p1.0 Grayscale conversion, RandomGrayscale(p=1.0) (v1)
GT_a4-6-10-14_mt12 Geometric Transform = SeismicGeometricTransform(rotation_angles=[4, 6, 10, 14] deg, max_translation=12 px) (v3)
PR_sig1.0_int0.2 Pseudo Relief, relief_sigma = 1.0, relief_intensity = 0.2 (v2)
Rot_a12.5 Rotation, single angle = 12.5 deg
Rot_a2-5-9-15 Rotation (multi-angle), angles = [2, 5, 9, 15] deg (v2)
Rot_a3 Rotation, single angle = 3 deg
Rot_a3-4.5-7.5-12.5 Rotation (multi-angle), angles = [3, 4.5, 7.5, 12.5] deg (v1)
Rot_a4-6-10-14 Rotation (multi-angle), angles = [4, 6, 10, 14] deg (v3)
Rot_a4.5 Rotation, single angle = 4.5 deg
Rot_a7.5 Rotation, single angle = 7.5 deg
Rs_f0.75 Resize, single scale factor = 0.75
Rs_f0.75-0.85-1.0-1.15-1.25 Resize (multi-factor), scale_factors = [0.75, 0.85, 1.0, 1.15, 1.25] (v3)
Rs_f0.85 Resize, single scale factor = 0.85
Rs_f1.15 Resize, single scale factor = 1.15
Rs_f1.25 Resize, single scale factor = 1.25
SC_s120-225 Squared Crop (multi-size), sizes = [120, 225] px (v1)
SC_s150 Squared Crop, single crop size = 150 px
SC_s150-200 Squared Crop (multi-size), sizes = [150, 200] px (v3)
SC_s200 Squared Crop, single crop size = 200 px
SC_s90-180 Squared Crop (multi-size), sizes = [90, 180] px (v2)
TS_ms0.15 Time Shift, max_shift = 0.15 (v1)
TS_ms0.2 Time Shift, max_shift = 0.2 (v2)
Tr_mt12 Translation, max_translation = 12 px (v3)
VPS_ph50 Vertical Patch Swap, patch_height = 50 px (v2)