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3c76023 | 1 2 3 4 5 6 7 8 9 10 11 12 13 14 15 16 17 18 19 20 21 22 23 24 25 26 27 28 29 30 31 32 33 34 35 36 37 38 39 40 | key group probe yy yy_sd tt tt_sd ty ty_sd yt yt_sd yy_mf yy_mf_sd tt_mf tt_mf_sd ty_mf ty_mf_sd yt_mf yt_mf_sd
vits16-random-init ctl 0.0962 0.5900 0.0040 0.5080 0.0124 0.4375 0.0317 0.4849 0.0020 0.6021 0.0104 0.5166 0.0137 0.4466 0.0333 0.4892 0.0020
dinov2-vits14 ctl 0.3104 0.7192 0.0203 0.5011 0.0226 0.5889 0.0203 0.5764 0.0115 0.7333 0.0085 0.5249 0.0178 0.5615 0.0139 0.5629 0.0065
resnet50-imagenet ctl nan 0.7009 0.0427 0.5517 0.0279 0.6296 0.0149 0.5606 0.0069 0.7204 0.0603 0.5541 0.0277 0.6048 0.0082 0.5400 0.0031
ssl-vits16-step5k s16 0.1954 0.7264 0.0064 0.5697 0.0129 0.6764 0.0184 0.5228 0.0041 0.7500 0.0056 0.5762 0.0147 0.6074 0.0217 0.5122 0.0058
ssl-vits16-step20k s16 0.2883 0.7382 0.0126 0.5675 0.0106 0.6174 0.0430 0.5451 0.0010 0.7838 0.0231 0.5838 0.0086 0.5928 0.0179 0.5393 0.0016
ssl-vits16-step35k s16 0.3337 0.8039 0.0106 0.5992 0.0082 0.5613 0.0149 0.5306 0.0038 0.8191 0.0050 0.6349 0.0055 0.5750 0.0144 0.5265 0.0048
ssl-vits16-step40k s16 0.3363 0.7919 0.0193 0.6199 0.0090 0.5651 0.0174 0.5144 0.0034 0.8122 0.0083 0.6318 0.0188 0.5590 0.0152 0.5137 0.0028
ssl-vits16-step45k s16 0.3368 0.7601 0.0245 0.5887 0.0192 0.5873 0.0660 0.5253 0.0061 0.7785 0.0237 0.5968 0.0295 0.5824 0.0382 0.5262 0.0033
ssl-vits16-step50k s16 0.3379 0.7808 0.0174 0.6085 0.0042 0.5499 0.0167 0.5281 0.0060 0.8165 0.0120 0.6248 0.0064 0.5506 0.0041 0.5204 0.0063
ssl-vits16-step55k s16 0.3422 0.7880 0.0285 0.5888 0.0031 0.6004 0.0520 0.5322 0.0064 0.8096 0.0256 0.6164 0.0160 0.5806 0.0272 0.5236 0.0040
ssl-vits16-step60k s16 0.3412 0.7775 0.0090 0.5958 0.0062 0.5922 0.0314 0.5318 0.0034 0.8186 0.0078 0.6057 0.0076 0.5742 0.0079 0.5262 0.0047
ssl-vits16-step65k s16 0.3448 0.7588 0.0154 0.6211 0.0165 0.5530 0.0541 0.5177 0.0018 0.8045 0.0095 0.6338 0.0107 0.5392 0.0256 0.5188 0.0055
ssl-vits16-final s16 0.3415 0.7675 0.0267 0.5891 0.0128 0.5841 0.0385 0.5205 0.0029 0.8204 0.0206 0.6085 0.0177 0.5872 0.0372 0.5155 0.0030
ssl-vitb16-step10k b16 0.2753 0.7575 0.0358 0.5877 0.0045 0.5724 0.0202 0.5307 0.0105 0.7751 0.0165 0.6038 0.0033 0.5575 0.0028 0.5275 0.0085
ssl-vitb16-step35k b16 0.3636 0.8290 0.0099 0.5819 0.0184 0.6380 0.0233 0.5455 0.0017 0.8518 0.0021 0.6152 0.0111 0.5975 0.0230 0.5364 0.0029
ssl-vitb16-step40k b16 0.3834 0.7934 0.0135 0.6074 0.0161 0.6651 0.0377 0.5472 0.0057 0.8103 0.0140 0.6306 0.0085 0.6187 0.0115 0.5319 0.0027
distill-midnight-20k dst 0.4872 0.7714 0.0195 0.5899 0.0170 0.7010 0.0206 0.5454 0.0081 0.8063 0.0047 0.5863 0.0236 0.6666 0.0171 0.5403 0.0053
distill-hoptimus-20k dst 0.4891 0.8064 0.0183 0.6688 0.0101 0.7157 0.0151 0.5733 0.0040 0.8438 0.0134 0.6764 0.0125 0.6989 0.0201 0.5672 0.0056
distill-midnight-5k-from-random dst 0.2887 0.7616 0.0241 0.5474 0.0242 0.6205 0.0347 0.5288 0.0026 0.7686 0.0230 0.5606 0.0207 0.5987 0.0349 0.5241 0.0050
distill-midnight-5k-from-vits16-step50k dst 0.4502 0.7718 0.0161 0.5688 0.0093 0.7244 0.0175 0.5576 0.0113 0.8077 0.0152 0.5826 0.0130 0.6784 0.0132 0.5555 0.0049
distill-midnight-5k-from-vits16-final dst 0.4605 0.7923 0.0214 0.5878 0.0072 0.6512 0.0293 0.5526 0.0017 0.8221 0.0128 0.6054 0.0199 0.6192 0.0122 0.5426 0.0035
distill-hoptimus-5k-from-random dst 0.3291 0.7922 0.0088 0.5922 0.0143 0.7387 0.0281 0.5632 0.0016 0.8157 0.0167 0.6197 0.0025 0.6986 0.0170 0.5618 0.0011
distill-hoptimus-5k-from-vits16-step50k dst 0.4459 0.8143 0.0083 0.6361 0.0038 0.7393 0.0173 0.6215 0.0038 0.8295 0.0044 0.6721 0.0082 0.7225 0.0131 0.5962 0.0058
distill-hoptimus-5k-from-vits16-final dst 0.4514 0.8196 0.0197 0.6228 0.0229 0.7443 0.0219 0.5930 0.0059 0.8425 0.0088 0.6577 0.0155 0.7283 0.0126 0.5774 0.0025
distill-hoptimus-vitb16-5k-from-vitb16-step40k dstb 0.4714 0.8177 0.0098 0.6332 0.0157 0.7757 0.0098 0.6406 0.0080 0.8471 0.0013 0.6621 0.0065 0.7585 0.0118 0.6224 0.0025
distill-hoptimus-vitb16-5k-from-vitb16-step45k dstb 0.4797 0.7765 0.0094 0.6329 0.0143 0.7623 0.0040 0.6215 0.0069 0.8289 0.0128 0.6675 0.0138 0.7474 0.0091 0.6038 0.0048
distill-hoptimus-vitb16-5k-from-vitb16-step50k dstb 0.4899 0.8032 0.0397 0.6148 0.0022 0.7547 0.0075 0.6136 0.0012 0.8414 0.0124 0.6414 0.0020 0.7293 0.0107 0.6005 0.0038
hibou-b ref nan 0.7794 0.0119 0.6442 0.0161 0.7172 0.0299 0.6309 0.0105 0.8167 0.0151 0.6643 0.0093 0.6791 0.0243 0.6057 0.0049
phikon ref 0.5507 0.8756 0.0047 0.6690 0.0085 0.8128 0.0191 0.6606 0.0003 0.8902 0.0064 0.6872 0.0065 0.7682 0.0168 0.6484 0.0030
virchow2 ref nan 0.8673 0.0086 0.6336 0.0146 0.7425 0.0349 0.6541 0.0058 0.8889 0.0095 0.6652 0.0192 0.7082 0.0240 0.6356 0.0092
midnight12k ref 0.6904 0.8064 0.0091 0.5970 0.0028 0.7163 0.0086 0.6240 0.0039 0.8340 0.0028 0.6111 0.0049 0.6954 0.0027 0.6059 0.0020
midnight12k-cls-mean ref 0.7050 0.8114 0.0112 0.6105 0.0084 0.7337 0.0209 0.6376 0.0039 0.8533 0.0071 0.6324 0.0042 0.6998 0.0115 0.6271 0.0043
midnight12k-1.0um ref nan 0.8013 0.0060 0.5858 0.0127 0.7243 0.0269 0.6087 0.0054 0.8253 0.0222 0.5984 0.0129 0.6807 0.0189 0.6007 0.0034
hoptimus0-imagenetnorm ref nan 0.8978 0.0104 0.6685 0.0232 0.7977 0.0172 0.6562 0.0013 0.9119 0.0064 0.6828 0.0155 0.7465 0.0191 0.6420 0.0020
hoptimus0-imagenetnorm-repeat ref nan 0.8954 0.0143 0.6683 0.0145 0.7871 0.0310 0.6562 0.0052 0.9124 0.0064 0.6784 0.0145 0.7509 0.0163 0.6425 0.0028
hoptimus0-cardnorm ref 0.5811 0.8868 0.0072 0.6755 0.0162 0.8100 0.0116 0.6531 0.0078 0.9056 0.0065 0.6957 0.0132 0.7642 0.0102 0.6419 0.0071
hoptimus0-cls-mean ref 0.5920 0.8925 0.0157 0.6723 0.0179 0.8028 0.0253 0.6630 0.0057 0.9151 0.0018 0.6882 0.0111 0.7640 0.0115 0.6488 0.0050
hoptimus0-1.0um ref nan 0.9088 0.0066 0.6591 0.0153 0.8033 0.0109 0.6419 0.0071 0.9247 0.0076 0.6774 0.0127 0.7640 0.0200 0.6298 0.0042
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