SOTA Video Super-Resolution on MVSR4x and PapersWithCode

Method
LSGQuant 2026.02	22.82	0.7492	0.3317	0.2715	0.4543	58.9	0.3529	0.4257	0.52
WAN 2026.02	22.8	0.7434	0.3353	0.2661	0.4794	63.49	0.3904	0.502	0.46
SVDQuant 2026.02	22.79	0.7419	0.3374	0.2689	0.4778	63.62	0.3893	0.4957	0.47
LSGQuant 2026.02	22.79	0.742	0.3337	0.2655	0.479	63.74	0.3903	0.5072	0.47
MGLD-VSR 2026.03	22.77	0.7418	0.3568	0.2245	-	-	-	-	-
MGLD-VSR 2025.10	22.77	0.7417	0.3568	0.2245	0.3769	53.46	-	0.6214	1.55
QuaRot 2026.02	22.75	0.7438	0.3401	0.2693	0.4759	63.47	0.3907	0.4911	0.44
MinMax 2026.02	22.68	0.746	0.3373	0.2712	0.4878	62.79	0.3771	0.4606	0.43
OASIS 2025.09	22.66	0.7428	0.3246	-	0.5711	-	-	0.7243	0.87
MGLD-VSR 2025.09	22.58	0.7399	0.3486	-	0.3738	-	-	0.6062	1.51
SmoothQuant 2026.02	22.56	0.7438	0.3374	0.2724	0.487	63.13	0.3885	0.4915	0.41
ViDiT-Q 2026.02	22.56	0.7435	0.3365	0.274	0.4811	62.92	0.3851	0.4939	0.39
ChopGrad 2026.03	22.55	0.755	0.3212	0.2071	-	-	-	-	-
InfVSR 2025.10	22.49	0.7373	0.3452	0.2107	0.5229	64.03	-	0.6872	1.03
RealESRGAN 2026.03	22.47	0.7412	0.4534	0.3021	-	-	-	-	-
RealViFormer 2025.10	22.44	0.719	0.3997	0.2453	0.5206	61.99	-	0.6451	1.25
STAR 2026.03	22.42	0.7421	0.4311	0.2714	-	-	-	-	-
DOVE 2026.03	22.42	0.7523	0.3476	0.2363	-	-	-	-	-
STAR 2025.09	22.42	0.7421	0.4311	-	0.2674	-	-	0.2137	0.61
STAR 2025.10	22.42	0.7421	0.4311	0.2714	0.2674	32.24	-	0.2137	0.61
QuaRot 2026.02	22.37	0.7422	0.3773	0.299	0.4121	56.7	0.2988	0.3357	0.75
Upscale-A-Video 2025.09	22.35	0.7327	0.4012	-	0.3235	-	-	0.4276	0.66
SeedVR2 + MoMo 2026.05	22.35	0.7641	0.3566	0.2299	0.2377	31.76	0.2176	0.2369	-
SeedVR2 + TLBVFI 2026.05	22.3	0.7633	0.356	0.2295	0.2392	32.12	0.2191	0.2382	-
SeedVR2 + BiM-VFI 2026.05	22.27	0.7657	0.3592	0.2289	0.2117	32.65	0.2163	0.2401	-
DiffST 2026.05	22.24	0.7446	0.332	0.2233	0.4565	60.99	0.3591	0.6739	-
SeedVR 2025.09	22.16	0.7407	0.4543	-	0.2271	-	-	0.1554	2.28
STAR + BiM-VFI 2026.05	22.07	0.7343	0.4405	0.2636	0.2712	35.93	0.2931	0.2566	-
STAR + MoMo 2026.05	22.01	0.7344	0.4332	0.2636	0.2855	34.95	0.2908	0.244	-
STAR + TLBVFI 2026.05	21.95	0.7349	0.4314	0.2612	0.2808	34.94	0.2907	0.2397	-
SeedVR2 2025.10	21.88	0.7678	0.3615	0.2141	0.2371	35.29	-	0.3098	1.08
SeedVR + BiM-VFI 2026.05	21.81	0.7252	0.4171	0.2299	0.248	38.77	0.235	0.3163	-
RealBasicVSR 2026.03	21.8	0.7045	0.4235	0.2498	-	-	-	-	-
RealBasicVSR 2025.09	21.8	0.7045	0.4235	-	0.4118	-	-	0.6846	1.69
SeedVR + MoMo 2026.05	21.8	0.7254	0.4123	0.233	0.2908	38.07	0.2393	0.3063	-
RealBasicVSR 2025.10	21.8	0.7045	0.4235	0.2498	0.4118	62.96	-	0.6846	1.69
SeedVR + TLBVFI 2026.05	21.78	0.7262	0.4075	0.2319	0.293	38.2	0.2391	0.3126	-
SeedVR2 2025.09	21.72	0.7566	0.3667	-	0.2243	-	-	0.2219	1.33
SVDQuant 2026.02	21.69	0.7289	0.4559	0.378	0.4141	39.8	0.2717	0.1615	0.62
ResShift 2026.03	21.58	0.6473	0.5945	0.3351	-	-	-	-	-
SeedVR 2025.10	21.54	0.6869	0.4944	0.2229	0.2272	42.56	-	0.3548	2.73
ViDiT-Q 2026.02	21.06	0.7351	0.4613	0.3877	0.2997	26.34	0.2307	0.1046	0.63
SmoothQuant 2026.02	21.05	0.7226	0.4934	0.4091	0.2728	28.73	0.2261	0.0891	0.95
MinMax 2026.02	20.89	0.7139	0.5288	0.4203	0.2549	25.35	0.3416	0.0661	1.07
VEnhancer 2026.03	20.5	0.7117	0.4471	0.28	-	-	-	-	-
VEnhancer 2025.09	20.5	0.7117	0.4471	-	0.3104	-	-	0.3164	0.62
Upscale-A-Video 2026.03	20.42	0.6117	0.4717	0.2673	-	-	-	-	-
Upscale-A-Video 2025.10	20.42	0.6117	0.4717	0.2673	0.6106	69.8	-	0.7221	5.07
VEnhancer 2026.05	20.37	0.7112	0.4562	0.2779	0.298	37.96	0.3207	0.3064	-

LSGQuant

2026.02

22.82

0.7492

0.3317

0.2715

0.4543

58.9

0.3529

0.4257

0.52

WAN

2026.02

22.8

0.7434

0.3353

0.2661

0.4794

63.49

0.3904

0.502

0.46

SVDQuant

2026.02

22.79

0.7419

0.3374

0.2689

0.4778

63.62

0.3893

0.4957

0.47

LSGQuant

2026.02

22.79

0.742

0.3337

0.2655

0.479

63.74

0.3903

0.5072

0.47

MGLD-VSR

2026.03

22.77

0.7418

0.3568

0.2245

-

MGLD-VSR

2025.10

22.77

0.7417

0.3568

0.2245

0.3769

53.46

-

0.6214

1.55

QuaRot

2026.02

22.75

0.7438

0.3401

0.2693

0.4759

63.47

0.3907

0.4911

0.44

MinMax

2026.02

22.68

0.746

0.3373

0.2712

0.4878

62.79

0.3771

0.4606

0.43

OASIS

2025.09

22.66

0.7428

0.3246

-

0.5711

-

0.7243

0.87

MGLD-VSR

2025.09

22.58

0.7399

0.3486

-

0.3738

-

0.6062

1.51

SmoothQuant

2026.02

22.56

0.7438

0.3374

0.2724

0.487

63.13

0.3885

0.4915

0.41

ViDiT-Q

2026.02

22.56

0.7435

0.3365

0.274

0.4811

62.92

0.3851

0.4939

0.39

ChopGrad

2026.03

22.55

0.755

0.3212

0.2071

-

InfVSR

2025.10

22.49

0.7373

0.3452

0.2107

0.5229

64.03

-

0.6872

1.03

RealESRGAN

2026.03

22.47

0.7412

0.4534

0.3021

-

RealViFormer

2025.10

22.44

0.719

0.3997

0.2453

0.5206

61.99

-

0.6451

1.25

STAR

2026.03

22.42

0.7421

0.4311

0.2714

-

DOVE

2026.03

22.42

0.7523

0.3476

0.2363

-

STAR

2025.09

22.42

0.7421

0.4311

-

0.2674

-

0.2137

0.61

STAR

2025.10

22.42

0.7421

0.4311

0.2714

0.2674

32.24

-

0.2137

0.61

QuaRot

2026.02

22.37

0.7422

0.3773

0.299

0.4121

56.7

0.2988

0.3357

0.75

Upscale-A-Video

2025.09

22.35

0.7327

0.4012

-

0.3235

-

0.4276

0.66

SeedVR2 + MoMo

2026.05

22.35

0.7641

0.3566

0.2299

0.2377

31.76

0.2176

0.2369

-

SeedVR2 + TLBVFI

2026.05

22.3

0.7633

0.356

0.2295

0.2392

32.12

0.2191

0.2382

-

SeedVR2 + BiM-VFI

2026.05

22.27

0.7657

0.3592

0.2289

0.2117

32.65

0.2163

0.2401

-

DiffST

2026.05

22.24

0.7446

0.332

0.2233

0.4565

60.99

0.3591

0.6739

-

SeedVR

2025.09

22.16

0.7407

0.4543

-

0.2271

-

0.1554

2.28

STAR + BiM-VFI

2026.05

22.07

0.7343

0.4405

0.2636

0.2712

35.93

0.2931

0.2566

-

STAR + MoMo

2026.05

22.01

0.7344

0.4332

0.2636

0.2855

34.95

0.2908

0.244

-

STAR + TLBVFI

2026.05

21.95

0.7349

0.4314

0.2612

0.2808

34.94

0.2907

0.2397

-

SeedVR2

2025.10

21.88

0.7678

0.3615

0.2141

0.2371

35.29

-

0.3098

1.08

SeedVR + BiM-VFI

2026.05

21.81

0.7252

0.4171

0.2299

0.248

38.77

0.235

0.3163

-

RealBasicVSR

2026.03

21.8

0.7045

0.4235

0.2498

-

RealBasicVSR

2025.09

21.8

0.7045

0.4235

-

0.4118

-

0.6846

1.69

SeedVR + MoMo

2026.05

21.8

0.7254

0.4123

0.233

0.2908

38.07

0.2393

0.3063

-

RealBasicVSR

2025.10

21.8

0.7045

0.4235

0.2498

0.4118

62.96

-

0.6846

1.69

SeedVR + TLBVFI

2026.05

21.78

0.7262

0.4075

0.2319

0.293

38.2

0.2391

0.3126

-

SeedVR2

2025.09

21.72

0.7566

0.3667

-

0.2243

-

0.2219

1.33

SVDQuant

2026.02

21.69

0.7289

0.4559

0.378

0.4141

39.8

0.2717

0.1615

0.62

ResShift

2026.03

21.58

0.6473

0.5945

0.3351

-

SeedVR

2025.10

21.54

0.6869

0.4944

0.2229

0.2272

42.56

-

0.3548

2.73

ViDiT-Q

2026.02

21.06

0.7351

0.4613

0.3877

0.2997

26.34

0.2307

0.1046

0.63

SmoothQuant

2026.02

21.05

0.7226

0.4934

0.4091

0.2728

28.73

0.2261

0.0891

0.95

MinMax

2026.02

20.89

0.7139

0.5288

0.4203

0.2549

25.35

0.3416

0.0661

1.07

VEnhancer

2026.03

20.5

0.7117

0.4471

0.28

-

VEnhancer

2025.09

20.5

0.7117

0.4471

-

0.3104

-

0.3164

0.62

Upscale-A-Video

2026.03

20.42

0.6117

0.4717

0.2673

-

Upscale-A-Video

2025.10

20.42

0.6117

0.4717

0.2673

0.6106

69.8

-

0.7221

5.07

VEnhancer

2026.05

20.37

0.7112

0.4562

0.2779

0.298

37.96

0.3207

0.3064

-

Video Super-Resolution on MVSR4x

Evaluation Results