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# Author Model name Date Paper Meta Other Composite Q_seg mIoU F1 PSNR SSIM Sharpness UIQM UCIQE CCF
1
#18229 		deepdrivepl
User #1974 		e18b-s1500-aff
MaCVi 27 		30-Sep-2026 🔗 0.679 0.693 0.788 0.879 25.09 0.795 0.576 0.662 0.562 0.041
2
#18238 		deepdrivepl
User #1974 		e18b-s800-aff
MaCVi 27 		30-Sep-2026 🔗 ✔ ✔ 0.673 0.683 0.781 0.875 25.09 0.795 0.576 0.662 0.562 0.041
3
#18228 		deepdrivepl
User #1974 		e18b-dino-aff
MaCVi 27 		30-Sep-2026 🔗 0.662 0.664 0.767 0.865 25.09 0.795 0.576 0.662 0.562 0.041
4
#18195 		aimslabs
User #1995 		aimslabs_t1_07
MaCVi 27 		29-Sep-2026 🔗 ✔ 0.661 0.614 0.731 0.840 25.65 0.878 0.880 0.828 0.575 0.050
5
#18190 		aimslabs
User #1995 		aimslabs_t1_06
MaCVi 27 		29-Sep-2026 🔗 ✔ 0.661 0.614 0.731 0.840 25.67 0.875 0.877 0.824 0.574 0.050
6
#18215 		aimslabs
User #1998 		aimslabs_t1_09
MaCVi 27 		30-Sep-2026 🔗 0.621 0.549 0.683 0.803 25.67 0.875 0.877 0.824 0.574 0.050
7
#18214 		aimslabs
User #1998 		aimslabs_t1_08
MaCVi 27 		30-Sep-2026 🔗 0.618 0.542 0.678 0.800 25.67 0.875 0.877 0.824 0.574 0.050
8
#18225 		deepdrivepl
User #1974 		e18a-dino-aff
MaCVi 27 		30-Sep-2026 🔗 0.617 0.589 0.715 0.824 25.09 0.795 0.576 0.662 0.562 0.041
9
#18224 		taco
User #1991 		t1a4
MaCVi 27 		30-Sep-2026 🔗 ✔ ✔ 0.606 0.605 0.724 0.836 21.94 0.795 0.516 0.775 0.578 0.038
10
#18221 		a
User #1991 		t1a3
MaCVi 27 		30-Sep-2026 🔗 ✔ ✔ 0.596 0.587 0.711 0.826 21.94 0.795 0.516 0.775 0.578 0.038
11
#18206 		AA
User #1991 		A
MaCVi 27 		29-Sep-2026 🔗 ✔ ✔ 0.581 0.605 0.724 0.836 20.86 0.736 0.265 0.686 0.566 0.036
12
#18222 		a
User #1991 		t1a3r (not)
MaCVi 27 		30-Sep-2026 🔗 ✔ ✔ 0.575 0.587 0.711 0.826 20.96 0.742 0.375 0.744 0.560 0.036
13
#18227 		deepdrivepl
User #1974 		e18a-dino-lin
MaCVi 27 		30-Sep-2026 🔗 0.570 0.589 0.715 0.824 19.89 0.634 0.660 0.798 0.579 0.066
14
#18232 		a
User #1991 		t1a5
MaCVi 27 		30-Sep-2026 🔗 ✔ ✔ 0.567 0.540 0.682 0.792 21.94 0.795 0.516 0.775 0.578 0.038
15
#18217 		UIT
User #1984 		CamSanhDx
MaCVi 27 		30-Sep-2026 🔗 ✔ 0.567 0.581 0.707 0.822 18.87 0.757 0.626 0.693 0.573 0.031
16
#18194 		UIT
User #1984 		CamSanhDx
MaCVi 27 		29-Sep-2026 🔗 0.535 0.549 0.684 0.802 18.16 0.732 0.624 0.646 0.557 0.018
17
#18240 		aimslabs
User #1998 		aimslabs_t1_10
MaCVi 27 		30-Sep-2026 🔗 0.487 0.324 0.507 0.640 25.67 0.875 0.877 0.824 0.574 0.050
18
#18207 		c
User #1991 		T1C
MaCVi 27 		29-Sep-2026 🔗 ✔ ✔ 0.451 0.390 0.554 0.704 21.67 0.733 0.087 0.598 0.572 0.041
19
#18223 		UQ
User #1999 		E3
MaCVi 27 		30-Sep-2026 🔗 0.444 0.418 0.584 0.717 19.03 0.727 0.129 0.604 0.530 0.018
20
#18198 		a
User #1991 		t1a
MaCVi 27 		29-Sep-2026 🔗 ✔ ✔ 0.411 0.307 0.502 0.612 21.15 0.760 0.372 0.744 0.565 0.036
21
#18176 		FPT university
User #1997 		test 1
MaCVi 27 		28-Sep-2026 🔗 0.411 0.289 0.501 0.618 19.82 0.757 0.897 0.846 0.588 0.039
22
#18212 		UQ
User #1999 		E2
MaCVi 27 		30-Sep-2026 🔗 0.405 0.353 0.528 0.669 19.03 0.727 0.129 0.604 0.530 0.018
23
#18233 		UIT
User #2002 		CS_Vu
MaCVi 27 		30-Sep-2026 🔗 0.383 0.338 0.532 0.635 18.62 0.659 0.087 0.586 0.541 0.015
24
#18182 		aimslabs
User #1995 		aimslabs_t1_04_enhanced
MaCVi 27 		29-Sep-2026 🔗 ✔ 0.361 0.130 0.315 0.413 24.10 0.837 0.949 0.966 0.578 0.059
25
#18226 		deepdrivepl
User #1974 		e13c-afftable
MaCVi 27 		30-Sep-2026 🔗 0.352 0.147 0.333 0.442 25.09 0.795 0.576 0.662 0.562 0.041
26
#18088 		Kvh
User #1970 		mus_v2
MaCVi 27 		17-Sep-2026 🔗 0.310 0.163 0.361 0.483 18.00 0.746 0.665 0.827 0.553 0.030
27
#18072 		deepdrivepl
User #1974 		e10c-all20-phys
MaCVi 27 		13-Sep-2026 🔗 0.305 0.147 0.333 0.442 19.89 0.634 0.660 0.798 0.579 0.066
28
#18066 		deepdrivepl
User #1974 		e10d-paste-phys
MaCVi 27 		12-Sep-2026 🔗 0.301 0.141 0.347 0.451 19.89 0.634 0.660 0.798 0.579 0.066
29
#18193 		pikalabs
User #1992 		xnet
MaCVi 27 		29-Sep-2026 🔗 0.282 0.130 0.315 0.413 18.93 0.564 0.941 0.919 0.578 0.022
30
#18063 		deepdrivepl
User #1974 		e10b
MaCVi 27 		12-Sep-2026 🔗 0.282 0.109 0.314 0.415 19.89 0.634 0.660 0.798 0.579 0.066
31
#18196 		UQ
User #1999 		Baseline
MaCVi 27 		29-Sep-2026 🔗 0.279 0.142 0.332 0.429 19.03 0.727 0.129 0.604 0.530 0.018
32
#18037 		deepdrivepl
User #1974 		restoration only
MaCVi 27 		08-Sep-2026 🔗 0.264 0.079 0.287 0.364 19.89 0.634 0.660 0.798 0.579 0.066
33
#18073 		deepdrivepl
User #1974 		e10h-heavy-phys
MaCVi 27 		13-Sep-2026 🔗 0.263 0.078 0.336 0.440 19.89 0.634 0.660 0.798 0.579 0.066
34
#18074 		deepdrivepl
User #1974 		e10g-p20-phys
MaCVi 27 		13-Sep-2026 🔗 0.261 0.073 0.337 0.445 19.89 0.634 0.660 0.798 0.579 0.066
35
#18181 		aimslabs
User #1995 		aimslabs_t1_05
MaCVi 27 		28-Sep-2026 🔗 0.251 0.130 0.315 0.413 18.07 0.397 0.741 1.038 0.570 0.033
36
#18092 		Kvh
User #1970 		mus_v3
MaCVi 27 		17-Sep-2026 🔗 0.244 0.054 0.370 0.478 18.56 0.773 0.531 0.717 0.547 0.020
37
#18064 		deepdrivepl
User #1974 		e10e-muon-phys
MaCVi 27 		12-Sep-2026 🔗 0.231 0.024 0.317 0.423 19.89 0.634 0.660 0.798 0.579 0.066
38
#18200 		a
User #1991 		t1b
MaCVi 27 		29-Sep-2026 🔗 ✔ ✔ 0.226 0.000 0.407 0.508 21.05 0.758 0.369 0.760 0.566 0.036
39
#18235 		UIT
User #2002 		CS_Vu
MaCVi 27 		30-Sep-2026 🔗 0.225 0.044 0.525 0.623 19.30 0.701 0.197 0.756 0.553 0.018
40
#17988 		cevi
User #591 		pl-test05
MaCVi 27 		31-Aug-2026 🔗 0.213 0.130 0.315 0.414 16.27 0.473 0.017 0.255 0.549 0.024
41
#18188 		UIT
User #1988 		CamSanhDT
MaCVi 27 		29-Sep-2026 🔗 0.197 0.001 0.175 0.251 20.29 0.661 0.060 0.501 0.566 0.051
42
#18171 		UIT
User #1988 		CamSanhDT
MaCVi 27 		28-Sep-2026 🔗 0.196 0.000 0.189 0.265 19.93 0.666 0.056 0.549 0.571 0.051
43
#18011 		University of Missouri
User #1970 		GrayWorld+CLAHE
MaCVi 27 		04-Sep-2026 🔗 0.195 0.000 0.261 0.353 14.37 0.596 0.963 1.326 0.624 0.044
44
#18086 		Kvh
User #1970 		v2g52
MaCVi 27 		16-Sep-2026 🔗 0.195 0.000 0.288 0.381 14.37 0.596 0.963 1.326 0.624 0.044
45
#18189 		UIT
User #1988 		CamSanhDT
MaCVi 27 		29-Sep-2026 🔗 0.190 0.002 0.265 0.371 19.74 0.635 0.053 0.456 0.562 0.052
46
#18142 		UIT
User #1988 		CamSanh
MaCVi 27 		26-Sep-2026 🔗 0.176 0.000 0.141 0.204 14.10 0.622 0.608 1.020 0.561 0.024
47
#18141 		UIT
User #1988 		CamSanh
MaCVi 27 		26-Sep-2026 🔗 0.172 0.000 0.189 0.267 14.09 0.617 0.561 0.928 0.557 0.023
48
#18146 		UIT
User #1989 		CamSanh
MaCVi 27 		26-Sep-2026 🔗 0.171 0.014 0.318 0.407 17.85 0.595 0.043 0.460 0.531 0.013
49
#18178 		ehe
User #1991 		h6
MaCVi 27 		28-Sep-2026 🔗 ✔ ✔ 0.157 0.058 0.199 0.291 15.59 0.489 0.015 0.115 0.497 -0.002
50
#18177 		ehe
User #1991 		eurs_dev_h3full_track1
MaCVi 27 		28-Sep-2026 🔗 ✔ ✔ 0.135 0.003 0.088 0.148 8.97 0.370 0.038 0.864 0.544 0.107
51
#18032 		deepdrivepl
User #1974 		deepdrivepl
MaCVi 27 		07-Sep-2026 🔗 0.126 0.000 0.082 0.116 13.22 0.486 0.108 -0.053 0.517 0.046
52
#18104 		Freim
User #1982 		eurs-baseline-v1
MaCVi 27 		20-Sep-2026 🔗 ✔ 0.099 0.000 0.006 0.011 11.20 0.317 0.027 -0.140 0.467 0.070