Cross-stain Image Similarity on Expert-labeled H&E-to-HER2 1.0 (test)
77.5AUC (Binary)HAPS
Evaluation Results
| Method | Links | ||||||
|---|---|---|---|---|---|---|---|
| HAPSNormalization=0, Channel Mode=gray, Intensity Inversion=0, Hist. Matching=1, CLAHE=1, Smoothing=02026.05 | 77.5 | 74.3 | 54 | 78.2 | 75.1 | 53.8 | |
| nccNormalization=0, Channel Mode=hed, Intensity Inversion=0, Hist. Matching=0, CLAHE=0, Smoothing=12026.05 | 76.3 | 69.4 | 45.2 | 75.7 | 68.6 | 42.4 | |
| HAPSNormalization=1, Channel Mode=rgb, Intensity Inversion=0, Hist. Matching=1, CLAHE=0, Smoothing=02026.05 | 75.4 | 73.2 | 52.2 | 75.4 | 73.3 | 51.6 | |
| psnrNormalization=1, Channel Mode=gray, Intensity Inversion=0, Hist. Matching=1, CLAHE=1, Smoothing=12026.05 | 74.9 | 68.9 | 40.9 | 74.3 | 67.7 | 37 | |
| ms-ssimNormalization=1, Channel Mode=gray, Intensity Inversion=1, Hist. Matching=1, CLAHE=0, Smoothing=12026.05 | 72.7 | 68.3 | 42.3 | 71.9 | 67 | 38.9 | |
| lpips(squeeze)avgNormalization=1, Channel Mode=gray, Intensity Inversion=1, Hist. Matching=1, CLAHE=1, Smoothing=02026.05 | 71.7 | 71.7 | 48.5 | 71 | 70.9 | 45.8 | |
| lpips(vgg)linNormalization=1, Channel Mode=gray, Intensity Inversion=1, Hist. Matching=1, CLAHE=1, Smoothing=02026.05 | 69.8 | 70.8 | 46.6 | 68.6 | 69.8 | 42.9 | |
| lpips(vgg)avgNormalization=0, Channel Mode=gray, Intensity Inversion=1, Hist. Matching=1, CLAHE=1, Smoothing=02026.05 | 68.4 | 68.4 | 43.2 | 67.4 | 67.2 | 39.4 | |
| lpips(squeeze)rgb_avgNormalization=1, Channel Mode=rgb, Intensity Inversion=1, Hist. Matching=1, CLAHE=0, Smoothing=02026.05 | 68.2 | 69.1 | 40.7 | 67.8 | 68.4 | 38.7 | |
| lpips(alex)avgNormalization=1, Channel Mode=gray, Intensity Inversion=1, Hist. Matching=1, CLAHE=1, Smoothing=02026.05 | 67.5 | 69.8 | 45.3 | 66.6 | 68.8 | 42.2 | |
| ssimw31Normalization=1, Channel Mode=gray, Intensity Inversion=1, Hist. Matching=1, CLAHE=0, Smoothing=12026.05 | 67.5 | 64.4 | 34.7 | 66.7 | 63.5 | 31.5 | |
| lpips(vgg)rgb_linNormalization=1, Channel Mode=rgb, Intensity Inversion=1, Hist. Matching=1, CLAHE=0, Smoothing=02026.05 | 66.6 | 69 | 39.6 | 65.9 | 68.3 | 36.9 | |
| lpips(squeeze)rgb_linNormalization=0, Channel Mode=rgb, Intensity Inversion=0, Hist. Matching=1, CLAHE=0, Smoothing=02026.05 | 66.6 | 67.4 | 36.8 | 65.8 | 66.5 | 34.5 | |
| lpips(vgg)rgb_avgNormalization=1, Channel Mode=rgb, Intensity Inversion=1, Hist. Matching=1, CLAHE=0, Smoothing=02026.05 | 64.7 | 66.7 | 36.7 | 63.9 | 65.7 | 33.9 | |
| distsNormalization=1, Channel Mode=gray, Intensity Inversion=1, Hist. Matching=1, CLAHE=0, Smoothing=02026.05 | 64.7 | 64.3 | 29.7 | 64.1 | 63.7 | 28.2 | |
| fsimcNormalization=1, Channel Mode=rgb, Intensity Inversion=0, Hist. Matching=1, CLAHE=0, Smoothing=12026.05 | 64.2 | 63.6 | 28.1 | 63.3 | 62.6 | 24.8 | |
| fsimNormalization=1, Channel Mode=gray, Intensity Inversion=0, Hist. Matching=1, CLAHE=0, Smoothing=12026.05 | 63.8 | 63.8 | 29.1 | 63.2 | 63 | 25.9 | |
| ssimw7Normalization=1, Channel Mode=gray, Intensity Inversion=1, Hist. Matching=1, CLAHE=0, Smoothing=12026.05 | 63 | 60.5 | 25 | 62.3 | 59.2 | 22.8 | |
| lpips(alex)rgb_avgNormalization=0, Channel Mode=rgb, Intensity Inversion=0, Hist. Matching=1, CLAHE=0, Smoothing=02026.05 | 62.7 | 65.3 | 33 | 61.4 | 64.1 | 30.5 | |
| distsrgbNormalization=0, Channel Mode=rgb, Intensity Inversion=0, Hist. Matching=1, CLAHE=0, Smoothing=02026.05 | 62.5 | 63 | 28 | 61.4 | 61.8 | 25.5 | |
| lpips(squeeze)linNormalization=1, Channel Mode=gray, Intensity Inversion=1, Hist. Matching=0, CLAHE=1, Smoothing=02026.05 | 62 | 63.1 | 29.6 | 60.9 | 62 | 27 | |
| miNormalization=0, Channel Mode=hed, Intensity Inversion=0, Hist. Matching=0, CLAHE=0, Smoothing=12026.05 | 61.9 | 60.4 | 26.1 | 61.2 | 59.6 | 24 | |
| lpips(alex)linNormalization=0, Channel Mode=gray, Intensity Inversion=0, Hist. Matching=1, CLAHE=0, Smoothing=02026.05 | 57.8 | 60.8 | 21.9 | 57 | 60.8 | 22.8 | |
| lpips(alex)rgb_linNormalization=0, Channel Mode=rgb, Intensity Inversion=0, Hist. Matching=1, CLAHE=0, Smoothing=02026.05 | 57.4 | 61.1 | 22.4 | 56.4 | 60.5 | 22.9 |