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# Author Model name Date Paper Meta Other Composite Q_seg mIoU F1 PSNR SSIM Sharpness UIQM UCIQE CCF
1
#18395 		StagAI
User #2005 		ka10f053
MaCVi 27 		06-Oct-2026 🔗 ✔ ✔ 0.821 0.768 0.842 0.913 33.83 0.934 1.000 0.905 0.577 0.050
2
#18398 		StagAI
User #2005 		kaseg1
MaCVi 27 		06-Oct-2026 🔗 ✔ ✔ 0.823 0.771 0.844 0.914 33.83 0.934 1.000 0.905 0.577 0.050
3
#18291 		aimslabs
User #1995 		aimslabs_t1_14
MaCVi 27 		02-Oct-2026 🔗 ✔ ✔ 0.786 0.805 0.867 0.928 27.21 0.884 0.862 0.801 0.574 0.049
4
#18305 		aimslabs
User #1995 		aimslabs_t1_12
MaCVi 27 		03-Oct-2026 🔗 ✔ ✔ 0.741 0.730 0.814 0.897 27.21 0.884 0.862 0.801 0.574 0.049
5
#18290 		aimslabs
User #1995 		aimslabs_t1_13
MaCVi 27 		02-Oct-2026 🔗 ✔ ✔ 0.789 0.810 0.871 0.930 27.21 0.884 0.862 0.801 0.574 0.049
6
#18264 		aimslabs
User #1995 		aimslabs_t1_11
MaCVi 27 		01-Oct-2026 🔗 ✔ ✔ 0.671 0.614 0.731 0.840 27.21 0.884 0.862 0.801 0.574 0.049
7
#18261 		deepdrivepl
User #1974 		e19a-s1500-ref-v2
MaCVi 27 		01-Oct-2026 🔗 ✔ ✔ 0.707 0.693 0.788 0.879 27.20 0.845 0.698 0.778 0.569 0.046
8
#18286 		2
User #1997 		2
MaCVi 27 		02-Oct-2026 🔗 ✔ 0.486 0.341 0.521 0.655 26.24 0.829 0.724 0.686 0.565 0.040
9
#18396 		3
User #1997 		3
MaCVi 27 		06-Oct-2026 🔗 ✔ 0.442 0.268 0.458 0.585 26.24 0.829 0.724 0.686 0.565 0.040
10
#18262 		aimslabs
User #1995 		aimslabs_t1_10
MaCVi 27 		01-Oct-2026 🔗 ✔ 0.661 0.614 0.731 0.840 25.76 0.877 0.864 0.812 0.574 0.049
11
#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
12
#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
13
#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
14
#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
15
#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
16
#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
17
#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
18
#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
19
#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
20
#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
21
#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
22
#18280 		GIST
User #1770 		kbl
MaCVi 27 		02-Oct-2026 🔗 0.635 0.608 0.728 0.834 23.36 0.859 0.711 0.869 0.583 0.043
23
#18382 		GIST
User #1770 		kbl
MaCVi 27 		05-Oct-2026 🔗 0.542 0.454 0.620 0.732 23.36 0.859 0.711 0.869 0.583 0.043
24
#18328 		GIST
User #1770 		kbl
MaCVi 27 		03-Oct-2026 🔗 0.574 0.508 0.658 0.772 23.36 0.859 0.711 0.869 0.583 0.043
25
#18289 		hcm
User #1991 		t1e26v2hf
MaCVi 27 		02-Oct-2026 🔗 ✔ ✔ 0.625 0.631 0.742 0.850 22.61 0.798 0.500 0.768 0.571 0.037
26
#18263 		aa
User #1991 		t1e24
MaCVi 27 		01-Oct-2026 🔗 ✔ ✔ 0.658 0.685 0.783 0.875 22.61 0.798 0.500 0.768 0.571 0.037
27
#18297 		hcm
User #1991 		sv
MaCVi 27 		03-Oct-2026 🔗 ✔ ✔ 0.648 0.668 0.770 0.867 22.61 0.798 0.500 0.768 0.571 0.037
28
#18324 		hcm
User #1991 		t1E24B
MaCVi 27 		03-Oct-2026 🔗 ✔ ✔ 0.681 0.724 0.810 0.893 22.61 0.798 0.500 0.768 0.571 0.037
29
#18296 		hcm
User #1991 		e26-luth
MaCVi 27 		03-Oct-2026 🔗 ✔ ✔ 0.645 0.663 0.767 0.865 22.61 0.798 0.500 0.768 0.571 0.037
30
#18267 		a
User #1991 		t1e24e23
MaCVi 27 		02-Oct-2026 🔗 0.660 0.689 0.786 0.876 22.61 0.798 0.500 0.768 0.571 0.037
31
#18266 		a
User #1991 		t1e26
MaCVi 27 		02-Oct-2026 🔗 ✔ ✔ 0.265 0.031 0.166 0.263 22.61 0.798 0.500 0.768 0.571 0.037
32
#18331 		hcm
User #1991 		t1ab
MaCVi 27 		03-Oct-2026 🔗 ✔ ✔ 0.679 0.724 0.810 0.893 22.47 0.796 0.487 0.759 0.563 0.042
33
#18284 		hcm
User #1991 		t1e26v2
MaCVi 27 		02-Oct-2026 🔗 0.241 0.000 0.164 0.262 22.37 0.796 0.407 0.723 0.570 0.033
34
#18288 		hcm
User #1991 		t1e26v2f
MaCVi 27 		02-Oct-2026 🔗 ✔ ✔ 0.617 0.631 0.742 0.850 22.36 0.789 0.309 0.739 0.578 0.035
35
#18251 		a
User #1991 		t1e08
MaCVi 27 		01-Oct-2026 🔗 0.243 0.000 0.082 0.116 21.94 0.795 0.516 0.775 0.578 0.038
36
#18255 		a
User #1991 		t1e4
MaCVi 27 		01-Oct-2026 🔗 ✔ ✔ 0.647 0.673 0.774 0.869 21.94 0.795 0.516 0.775 0.578 0.038
37
#18253 		a
User #1991 		t1e12
MaCVi 27 		01-Oct-2026 🔗 0.600 0.595 0.720 0.827 21.94 0.795 0.516 0.775 0.578 0.038
38
#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
39
#18258 		a
User #1991 		t1e21
MaCVi 27 		01-Oct-2026 🔗 0.645 0.670 0.772 0.868 21.94 0.795 0.516 0.775 0.578 0.038
40
#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
41
#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
42
#18259 		a
User #1991 		t1e23
MaCVi 27 		01-Oct-2026 🔗 0.656 0.689 0.786 0.876 21.94 0.795 0.516 0.775 0.578 0.038
43
#18257 		a
User #1991 		t1e22
MaCVi 27 		01-Oct-2026 🔗 0.654 0.685 0.783 0.875 21.94 0.795 0.516 0.775 0.578 0.038
44
#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
45
#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
46
#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
47
#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
48
#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
49
#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
50
#18327 		GIST
User #1770 		kbl
MaCVi 27 		03-Oct-2026 🔗 ✔ 0.533 0.508 0.658 0.772 20.25 0.781 0.605 0.625 0.572 0.025
51
#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
52
#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
53
#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
54
#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
55
#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
56
#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
57
#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
58
#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
59
#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
60
#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
61
#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
62
#18363 		GitRemoveAll
User #2008 		test4
MaCVi 27 		05-Oct-2026 🔗 0.593 0.641 0.752 0.853 19.41 0.746 0.405 0.686 0.542 0.012
63
#18343 		GitRemoveAll
User #2008 		test3
MaCVi 27 		04-Oct-2026 🔗 0.559 0.585 0.716 0.818 19.41 0.746 0.405 0.686 0.542 0.012
64
#18325 		GitRemoveAll
User #2008 		test1
MaCVi 27 		03-Oct-2026 🔗 0.328 0.200 0.562 0.659 19.41 0.746 0.405 0.686 0.542 0.012
65
#18330 		GitRemoveAll
User #2008 		test2
MaCVi 27 		03-Oct-2026 🔗 0.473 0.441 0.621 0.711 19.41 0.746 0.405 0.686 0.542 0.012
66
#18371 		GitRemoveAll
User #2008 		test5
MaCVi 27 		05-Oct-2026 🔗 0.601 0.641 0.752 0.853 19.34 0.742 0.663 0.749 0.541 0.013
67
#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
68
#18383 		StagAI
User #2005 		0a6952a5c0fb
MaCVi 27 		05-Oct-2026 🔗 ✔ ✔ 0.222 0.000 0.560 0.640 19.21 0.814 0.475 0.632 0.578 0.021
69
#18390 		UQ
User #1999 		A3a
MaCVi 27 		06-Oct-2026 🔗 ✔ 0.273 0.133 0.313 0.426 19.03 0.727 0.129 0.604 0.530 0.018
70
#18391 		UQ
User #1999 		A3b
MaCVi 27 		06-Oct-2026 🔗 ✔ 0.213 0.034 0.261 0.343 19.03 0.727 0.129 0.604 0.530 0.018
71
#18321 		UQ
User #1999 		2A2
MaCVi 27 		03-Oct-2026 🔗 0.259 0.110 0.287 0.384 19.03 0.727 0.129 0.604 0.530 0.018
72
#18318 		UQ
User #1999 		2A1
MaCVi 27 		03-Oct-2026 🔗 0.270 0.129 0.310 0.414 19.03 0.727 0.129 0.604 0.530 0.018
73
#18302 		UQ
User #1999 		E6c
MaCVi 27 		03-Oct-2026 🔗 ✔ 0.510 0.527 0.663 0.795 19.03 0.727 0.129 0.604 0.530 0.018
74
#18269 		UQ
User #1999 		E5
MaCVi 27 		02-Oct-2026 🔗 0.283 0.149 0.387 0.494 19.03 0.727 0.129 0.604 0.530 0.018
75
#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
76
#18245 		UQ
User #1999 		E4a
MaCVi 27 		01-Oct-2026 🔗 0.437 0.406 0.578 0.702 19.03 0.727 0.129 0.604 0.530 0.018
77
#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
78
#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
79
#18281 		UQ
User #1999 		E6
MaCVi 27 		02-Oct-2026 🔗 ✔ 0.454 0.435 0.590 0.737 19.03 0.727 0.129 0.604 0.530 0.018
80
#18282 		UQ
User #1999 		E6a
MaCVi 27 		02-Oct-2026 🔗 ✔ 0.494 0.501 0.642 0.780 19.03 0.727 0.129 0.604 0.530 0.018
81
#18300 		UQ
User #1999 		E6b
MaCVi 27 		03-Oct-2026 🔗 ✔ 0.510 0.528 0.664 0.796 19.03 0.727 0.129 0.604 0.530 0.018
82
#18394 		UIT
User #1984 		CamSanhDx
MaCVi 27 		06-Oct-2026 🔗 ✔ 0.606 0.696 0.791 0.880 18.98 0.691 0.201 0.542 0.539 0.008
83
#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
84
#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
85
#18344 		UQ
User #2011 		R1
MaCVi 27 		04-Oct-2026 🔗 0.510 0.530 0.665 0.797 18.79 0.724 0.126 0.575 0.542 0.022
86
#18365 		UIT
User #1986 		ByeByeThuc
MaCVi 27 		05-Oct-2026 🔗 0.211 0.067 0.219 0.304 18.72 0.581 0.020 0.367 0.578 0.031
87
#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
88
#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
89
#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
90
#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
91
#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
92
#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
93
#18378 		UQ
User #2011 		R2
MaCVi 27 		05-Oct-2026 🔗 0.486 0.517 0.655 0.790 17.78 0.687 0.133 0.519 0.513 0.006
94
#18278 		GIST
User #1770 		kbl
MaCVi 27 		02-Oct-2026 🔗 0.182 0.000 0.296 0.400 16.89 0.669 0.398 0.686 0.526 0.033
95
#18287 		GitRemoveAll
User #2008 		Baseline-eval-check
MaCVi 27 		02-Oct-2026 🔗 0.213 0.130 0.315 0.414 16.27 0.475 0.014 0.246 0.549 0.023
96
#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
97
#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
98
#18388 		StagAI
User #2005 		f053fbd99f50
MaCVi 27 		06-Oct-2026 🔗 ✔ ✔ 0.635 0.768 0.842 0.913 15.30 0.724 0.295 0.223 0.550 0.057
99
#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
100
#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
101
#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
102
#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
103
#18254 		a
User #1991 		t1e1
MaCVi 27 		01-Oct-2026 🔗 0.489 0.605 0.724 0.836 13.59 0.521 0.105 -0.120 0.514 0.022
104
#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
105
#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
106
#18319 		hcm
User #1991 		t1ae22
MaCVi 27 		03-Oct-2026 🔗 ✔ ✔ 0.495 0.685 0.783 0.875 10.51 0.292 0.004 -0.126 0.462 -0.007
107
#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
108
#18342 		hcm
User #1991 		t1c
MaCVi 27 		04-Oct-2026 🔗 ✔ ✔ 0.529 0.724 0.810 0.894 7.22 0.041 0.293 0.475 0.547 0.143