| # | Author | Model name | Date | Paper | Meta | Other | Composite | Q_seg | mIoU | F1 | PSNR | SSIM | Sharpness | UIQM | UCIQE | CCF | GFLOPs | Params (M) | QPS | mJ/frame |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 1 #18053 |
Kvh User #1970 |
v5
MaCVi 27 |
11-Sep-2026 | 🔗 | 0.240 | 0.068 | 0.211 | 0.323 | 18.21 | 0.835 | 0.280 | 0.301 | 0.541 | -0.013 | 9.390 | 0.3103 | 113.0 | 93.10 | ||
| 2 #18231 |
UIT User #1989 |
CamSanhThuc
MaCVi 27 |
30-Sep-2026 | 🔗 | 0.240 | 0.106 | 0.279 | 0.379 | 16.89 | 0.796 | 0.081 | 0.181 | 0.514 | -0.003 | 1.663 | 0.2900 | 144.1 | 83.50 | ||
| 3 #18236 |
UIT User #1986 |
CamSanhThuc
MaCVi 27 |
30-Sep-2026 | 🔗 | 0.239 | 0.108 | 0.283 | 0.383 | 16.55 | 0.787 | 0.088 | 0.219 | 0.512 | 0.001 | 1.663 | 0.2900 | 144.9 | 78.89 | ||
| 4 #18203 |
UIT User #1989 |
CamSanhThuc
MaCVi 27 |
29-Sep-2026 | 🔗 | 0.229 | 0.089 | 0.255 | 0.349 | 16.89 | 0.796 | 0.081 | 0.181 | 0.514 | -0.003 | 1.876 | 0.2024 | 123.9 | 102.77 | ||
| 5 #18239 |
UIT User #1988 |
CamSanhThuc
MaCVi 27 |
30-Sep-2026 | 🔗 | 0.222 | 0.077 | 0.234 | 0.329 | 16.89 | 0.796 | 0.081 | 0.181 | 0.514 | -0.003 | 2.055 | 0.2497 | 141.4 | 80.17 | ||
| 6 #18197 |
UIT User #1988 |
CamSanhThuc
MaCVi 27 |
29-Sep-2026 | 🔗 | 0.221 | 0.083 | 0.245 | 0.338 | 16.17 | 0.778 | 0.082 | 0.207 | 0.514 | 0.009 | 1.876 | 0.2024 | 123.8 | 96.42 | ||
| 7 #18131 |
UIT User #1989 |
CamSanh
MaCVi 27 |
24-Sep-2026 | 🔗 | 0.216 | 0.066 | 0.217 | 0.303 | 16.35 | 0.790 | 0.087 | 0.323 | 0.533 | 0.001 | 1.273 | 0.0214 | 180.9 | 59.28 | ||
| 8 #18216 |
deepdrivepl User #1974 |
e13a-netrest
MaCVi 27 |
30-Sep-2026 | 🔗 | 0.213 | 0.041 | 0.228 | 0.312 | 17.22 | 0.793 | 0.247 | 0.189 | 0.546 | 0.018 | 6.369 | 0.3398 | 58.2 | 186.26 | ||
| 9 #18048 |
Kvh User #1970 |
v2
MaCVi 27 |
09-Sep-2026 | 🔗 | 0.207 | 0.062 | 0.210 | 0.297 | 16.13 | 0.711 | 0.235 | 0.307 | 0.533 | 0.014 | 9.390 | 0.3103 | 113.2 | 92.98 | ||
| 10 #18027 |
Kvh User #1970 |
base+improve
MaCVi 27 |
07-Sep-2026 | 🔗 | 0.207 | 0.062 | 0.210 | 0.297 | 16.13 | 0.711 | 0.235 | 0.307 | 0.533 | 0.014 | 9.390 | 0.3103 | 113.0 | 94.90 | ||
| 11 #18156 |
UIT User #1988 |
CamSanh
MaCVi 27 |
26-Sep-2026 | 🔗 | 0.197 | 0.051 | 0.194 | 0.261 | 16.19 | 0.779 | 0.080 | 0.215 | 0.495 | -0.011 | 1.273 | 0.0214 | 179.4 | 64.30 | ||
| 12 #18009 |
cevi User #591 |
jetson-test-06
MaCVi 27 |
03-Sep-2026 | 🔗 | 0.195 | 0.067 | 0.218 | 0.309 | 14.68 | 0.686 | 0.041 | -- | -- | -- | 0.253 | 0.0523 | 592.4 | 16.07 | ||
| 13 #18166 |
UIT User #1986 |
CamSanh3
MaCVi 27 |
28-Sep-2026 | 🔗 | 0.194 | 0.000 | 0.143 | 0.224 | 18.37 | 0.795 | 0.107 | 0.225 | 0.571 | 0.009 | 0.393 | 0.7633 | 29.0 | 238.70 | ||
| 14 #18204 |
UIT User #1986 |
CamSanhThuc
MaCVi 27 |
29-Sep-2026 | 🔗 | 0.192 | 0.037 | 0.255 | 0.350 | 16.17 | 0.784 | 0.085 | 0.196 | 0.511 | -0.006 | 1.663 | 0.2900 | 145.7 | 78.48 | ||
| 15 #18130 |
UIT User #1988 |
CamSanh
MaCVi 27 |
24-Sep-2026 | 🔗 | 0.190 | 0.029 | 0.191 | 0.260 | 15.79 | 0.776 | 0.097 | 0.313 | 0.534 | 0.011 | 1.273 | 0.0214 | 182.5 | 58.76 | ||
| 16 #18155 |
UIT User #1989 |
CamSanh
MaCVi 27 |
26-Sep-2026 | 🔗 | 0.171 | 0.003 | 0.153 | 0.225 | 15.54 | 0.746 | 0.082 | 0.151 | 0.547 | 0.044 | 1.273 | 0.0214 | 176.9 | 72.01 | ||
| 17 #18170 |
HCMUS User #1991 |
Testing
MaCVi 27 |
28-Sep-2026 | 🔗 | 0.165 | 0.004 | 0.180 | 0.253 | 14.88 | 0.723 | 0.068 | 0.102 | 0.550 | 0.045 | 10.446 | 0.7985 | 85.1 | 133.20 | ||
| 18 #18026 |
Kvh User #1970 |
baseline
MaCVi 27 |
06-Sep-2026 | 🔗 | 0.162 | 0.000 | 0.114 | 0.172 | 15.19 | 0.709 | 0.189 | 0.231 | 0.538 | 0.016 | 6.955 | 0.0457 | 125.5 | 85.45 | ||
| 19 #18154 |
UIT User #1986 |
CamSanh3
MaCVi 27 |
26-Sep-2026 | 🔗 | 0.160 | 0.000 | 0.096 | 0.144 | 15.40 | 0.578 | 0.530 | 0.321 | 0.543 | 0.034 | 7.247 | 0.0686 | 76.9 | 148.60 | ||
| 20 #17989 |
cevi User #591 |
jetson-test2
MaCVi 27 |
31-Aug-2026 | 🔗 | 0.156 | 0.051 | 0.191 | 0.267 | 14.01 | 0.667 | 0.127 | -- | -- | -- | 1.166 | 0.0523 | 166.5 | 63.80 | ||
| 21 #17996 |
cevi User #591 |
jetson-test
MaCVi 27 |
01-Sep-2026 | 🔗 | 0.136 | 0.000 | 0.140 | 0.189 | 15.18 | 0.721 | 0.123 | -- | -- | -- | 3.843 | 0.1912 | 90.3 | 124.26 | ||
| 22 #17977 |
cevi User #591 |
test
MaCVi 27 |
30-Aug-2026 | 🔗 | 0.093 | 0.000 | 0.188 | 0.269 | 15.17 | 0.505 | 0.020 | -- | -- | -- | 1.166 | 0.0523 | 166.8 | 63.67 |