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Video Quality Assessment 벤치마크

Video Quality Assessment on KoNViD-1k

63개 결과 · ⬇ CSV · JSON

PLCC

0.7625 0.7981 0.8337 0.8694 0.905 2019-06 2026-09 TLVQM — 0.7688 (2019-06-20) TLVQM — 0.7688 (2019-06-20) TLVQM — 0.7688 (2019-06-20) VSFA — 0.7754 (2019-08-01) VSFA — 0.7754 (2019-08-01) VSFA — 0.7754 (2019-08-01) VIDEVAL — 0.7803 (2020-05-29) VIDEVAL — 0.7803 (2020-05-29) VIDEVAL — 0.7803 (2020-05-29) PVQ — 0.77 (2020-11-27) PVQ — 0.77 (2020-11-27) PVQ — 0.77 (2020-11-27) RAPIQUE — 0.8175 (2021-01-26) RAPIQUE — 0.8175 (2021-01-26) RAPIQUE — 0.8175 (2021-01-26) BVQA-2022 — 0.834 (2021-08-19) BVQA-2022 — 0.834 (2021-08-19) BVQA-2022 — 0.834 (2021-08-19) ChipQA — 0.7625 (2021-09-17) ChipQA — 0.7625 (2021-09-17) ChipQA — 0.7625 (2021-09-17) CONTRIQUE — 0.842 (2021-10-25) CONTRIQUE — 0.842 (2021-10-25) CONTRIQUE — 0.842 (2021-10-25) SimpleVQA — 0.86 (2022-04-29) SimpleVQA — 0.86 (2022-04-29) SimpleVQA — 0.86 (2022-04-29) DisCoVQA — 0.86 (2022-06-20) DisCoVQA — 0.86 (2022-06-20) DisCoVQA — 0.86 (2022-06-20) CONVIQT — 0.849 (2022-06-29) CONVIQT — 0.849 (2022-06-29) CONVIQT — 0.849 (2022-06-29) FAST-VQA (finetuned on KonViD-1k) — 0.892 (2022-07-06) FAST-VQA (trained on LSVQ only) — 0.855 (2022-07-06) FAST-VQA (finetuned on KonViD-1k) — 0.892 (2022-07-06) FAST-VQA (trained on LSVQ only) — 0.855 (2022-07-06) FAST-VQA (finetuned on KonViD-1k) — 0.892 (2022-07-06) FAST-VQA (trained on LSVQ only) — 0.855 (2022-07-06) 2BiVQA — 0.835 (2022-08-31) 2BiVQA — 0.835 (2022-08-31) 2BiVQA — 0.835 (2022-08-31) HVS-5M — 0.8562 (2022-10-09) HVS-5M — 0.8562 (2022-10-09) HVS-5M — 0.8562 (2022-10-09) FasterVQA (fine-tuned) — 0.898 (2022-10-11) FasterVQA (fine-tuned) — 0.898 (2022-10-11) FasterVQA (fine-tuned) — 0.898 (2022-10-11) DOVER (end-to-end) — 0.905 (2022-11-09) DOVER (head-only) — 0.894 (2022-11-09) DOVER (end-to-end) — 0.905 (2022-11-09) DOVER (head-only) — 0.894 (2022-11-09) DOVER (end-to-end) — 0.905 (2022-11-09) DOVER (head-only) — 0.894 (2022-11-09) ReLaX-VQA (finetuned on KoNViD-1k) — 0.8668 (2024-07-16) ReLaX-VQA — 0.8473 (2024-07-16) ReLaX-VQA (trained on LSVQ only) — 0.8427 (2024-07-16) ReLaX-VQA (finetuned on KoNViD-1k) — 0.8668 (2024-07-16) ReLaX-VQA — 0.8473 (2024-07-16) ReLaX-VQA (trained on LSVQ only) — 0.8427 (2024-07-16) ReLaX-VQA (finetuned on KoNViD-1k) — 0.8668 (2024-07-16) ReLaX-VQA — 0.8473 (2024-07-16) ReLaX-VQA (trained on LSVQ only) — 0.8427 (2024-07-16) TLVQM — 0.7688 (2019-06-20) VSFA — 0.7754 (2019-08-01) VIDEVAL — 0.7803 (2020-05-29) RAPIQUE — 0.8175 (2021-01-26) BVQA-2022 — 0.834 (2021-08-19) CONTRIQUE — 0.842 (2021-10-25) SimpleVQA — 0.86 (2022-04-29) FAST-VQA (finetuned on KonViD-1k) — 0.892 (2022-07-06) FasterVQA (fine-tuned) — 0.898 (2022-10-11) DOVER (end-to-end) — 0.905 (2022-11-09)
RankModel PLCC Extra Training Data PaperCodeYear
1 DOVER (end-to-end) 0.905 Exploring Video Quality Assessment on User Generated Contents from Aesthetic and Technical Perspectives vqassessment/dover · QualityAssessment/DOVER · VQAssessment/FAST-VQA-and-FasterVQA 2022
2 FasterVQA (fine-tuned) 0.898 ✓ Neighbourhood Representative Sampling for Efficient End-to-end Video Quality Assessment timothyhtimothy/fast-vqa · VQAssessment/FAST-VQA-and-FasterVQA · timothyhtimothy/fast-vqa-and-fastervqa · +1 2022
3 DOVER (head-only) 0.894 Exploring Video Quality Assessment on User Generated Contents from Aesthetic and Technical Perspectives vqassessment/dover · QualityAssessment/DOVER · VQAssessment/FAST-VQA-and-FasterVQA 2022
4 FAST-VQA (finetuned on KonViD-1k) 0.892 ✓ FAST-VQA: Efficient End-to-end Video Quality Assessment with Fragment Sampling VQAssessment/FAST-VQA-and-FasterVQA · QualityAssessment/FAST-VQA-and-FasterVQA · timothyhtimothy/fast-vqa-and-fastervqa · +1 2022
5 ReLaX-VQA (finetuned on KoNViD-1k) 0.8668 ✓ ReLaX-VQA: Residual Fragment and Layer Stack Extraction for Enhancing Video Quality Assessment xinyiw915/relax-vqa 2024
6 SimpleVQA 0.860 A Deep Learning based No-reference Quality Assessment Model for UGC Videos sunwei925/SimpleVQA 2022
6 DisCoVQA 0.860 DisCoVQA: Temporal Distortion-Content Transformers for Video Quality Assessment QualityAssessment/DisCoVQA 2022
8 HVS-5M 0.8562 HVS Revisited: A Comprehensive Video Quality Assessment Framework 2022
9 FAST-VQA (trained on LSVQ only) 0.855 ✓ FAST-VQA: Efficient End-to-end Video Quality Assessment with Fragment Sampling VQAssessment/FAST-VQA-and-FasterVQA · QualityAssessment/FAST-VQA-and-FasterVQA · timothyhtimothy/fast-vqa-and-fastervqa · +1 2022
10 CONVIQT 0.849 ✓ CONVIQT: Contrastive Video Quality Estimator pavancm/conviqt 2022
11 ReLaX-VQA 0.8473 ReLaX-VQA: Residual Fragment and Layer Stack Extraction for Enhancing Video Quality Assessment xinyiw915/relax-vqa 2024
12 ReLaX-VQA (trained on LSVQ only) 0.8427 ✓ ReLaX-VQA: Residual Fragment and Layer Stack Extraction for Enhancing Video Quality Assessment xinyiw915/relax-vqa 2024
13 CONTRIQUE 0.842 ✓ Image Quality Assessment using Contrastive Learning pavancm/contrique · pavancm/conviqt 2021
14 2BiVQA 0.835 ✓ 2BiVQA: Double Bi-LSTM based Video Quality Assessment of UGC Videos atelili/2bivqa 2022
15 BVQA-2022 0.834 ✓ Blindly Assess Quality of In-the-Wild Videos via Quality-aware Pre-training and Motion Perception zwx8981/tcsvt-2022-bvqa · zwx8981/BVQA-2021 2021
16 RAPIQUE 0.8175 RAPIQUE: Rapid and Accurate Video Quality Prediction of User Generated Content vztu/RAPIQUE 2021
17 VIDEVAL 0.7803 UGC-VQA: Benchmarking Blind Video Quality Assessment for User Generated Content tu184044109/VIDEVAL_release · vztu/VIDEVAL · vztu/VIDEVAL_release · +2 2020
18 VSFA 0.7754 Quality Assessment of In-the-Wild Videos lidq92/VSFA · SpikeKing/VQA-v2 2019
19 PVQ 0.770 ✓ Patch-VQ: 'Patching Up' the Video Quality Problem baidut/PatchVQ 2020
20 TLVQM 0.7688 Two-Level Approach for No-Reference Consumer Video Quality Assessment jarikorhonen/nr-vqa-consumervideo 2019
21 ChipQA 0.7625 ChipQA: No-Reference Video Quality Prediction via Space-Time Chips JoshuaEbenezer/ChipQA 2021
22 DOVER (end-to-end) 0.905 Exploring Video Quality Assessment on User Generated Contents from Aesthetic and Technical Perspectives vqassessment/dover · QualityAssessment/DOVER · VQAssessment/FAST-VQA-and-FasterVQA 2022
23 FasterVQA (fine-tuned) 0.898 ✓ Neighbourhood Representative Sampling for Efficient End-to-end Video Quality Assessment timothyhtimothy/fast-vqa · VQAssessment/FAST-VQA-and-FasterVQA · timothyhtimothy/fast-vqa-and-fastervqa · +1 2022
24 DOVER (head-only) 0.894 Exploring Video Quality Assessment on User Generated Contents from Aesthetic and Technical Perspectives vqassessment/dover · QualityAssessment/DOVER · VQAssessment/FAST-VQA-and-FasterVQA 2022
25 FAST-VQA (finetuned on KonViD-1k) 0.892 ✓ FAST-VQA: Efficient End-to-end Video Quality Assessment with Fragment Sampling VQAssessment/FAST-VQA-and-FasterVQA · QualityAssessment/FAST-VQA-and-FasterVQA · timothyhtimothy/fast-vqa-and-fastervqa · +1 2022
26 ReLaX-VQA (finetuned on KoNViD-1k) 0.8668 ✓ ReLaX-VQA: Residual Fragment and Layer Stack Extraction for Enhancing Video Quality Assessment xinyiw915/relax-vqa 2024
27 SimpleVQA 0.860 A Deep Learning based No-reference Quality Assessment Model for UGC Videos sunwei925/SimpleVQA 2022
27 DisCoVQA 0.860 DisCoVQA: Temporal Distortion-Content Transformers for Video Quality Assessment QualityAssessment/DisCoVQA 2022
29 HVS-5M 0.8562 HVS Revisited: A Comprehensive Video Quality Assessment Framework 2022
30 FAST-VQA (trained on LSVQ only) 0.855 ✓ FAST-VQA: Efficient End-to-end Video Quality Assessment with Fragment Sampling VQAssessment/FAST-VQA-and-FasterVQA · QualityAssessment/FAST-VQA-and-FasterVQA · timothyhtimothy/fast-vqa-and-fastervqa · +1 2022
31 CONVIQT 0.849 ✓ CONVIQT: Contrastive Video Quality Estimator pavancm/conviqt 2022
32 ReLaX-VQA 0.8473 ReLaX-VQA: Residual Fragment and Layer Stack Extraction for Enhancing Video Quality Assessment xinyiw915/relax-vqa 2024
33 ReLaX-VQA (trained on LSVQ only) 0.8427 ✓ ReLaX-VQA: Residual Fragment and Layer Stack Extraction for Enhancing Video Quality Assessment xinyiw915/relax-vqa 2024
34 CONTRIQUE 0.842 ✓ Image Quality Assessment using Contrastive Learning pavancm/contrique · pavancm/conviqt 2021
35 2BiVQA 0.835 ✓ 2BiVQA: Double Bi-LSTM based Video Quality Assessment of UGC Videos atelili/2bivqa 2022
36 BVQA-2022 0.834 ✓ Blindly Assess Quality of In-the-Wild Videos via Quality-aware Pre-training and Motion Perception zwx8981/tcsvt-2022-bvqa · zwx8981/BVQA-2021 2021
37 RAPIQUE 0.8175 RAPIQUE: Rapid and Accurate Video Quality Prediction of User Generated Content vztu/RAPIQUE 2021
38 VIDEVAL 0.7803 UGC-VQA: Benchmarking Blind Video Quality Assessment for User Generated Content tu184044109/VIDEVAL_release · vztu/VIDEVAL · vztu/VIDEVAL_release · +2 2020
39 VSFA 0.7754 Quality Assessment of In-the-Wild Videos lidq92/VSFA · SpikeKing/VQA-v2 2019
40 PVQ 0.770 ✓ Patch-VQ: 'Patching Up' the Video Quality Problem baidut/PatchVQ 2020
41 TLVQM 0.7688 Two-Level Approach for No-Reference Consumer Video Quality Assessment jarikorhonen/nr-vqa-consumervideo 2019
42 ChipQA 0.7625 ChipQA: No-Reference Video Quality Prediction via Space-Time Chips JoshuaEbenezer/ChipQA 2021
43 DOVER (end-to-end) 0.905 Exploring Video Quality Assessment on User Generated Contents from Aesthetic and Technical Perspectives vqassessment/dover · QualityAssessment/DOVER · VQAssessment/FAST-VQA-and-FasterVQA 2022
44 FasterVQA (fine-tuned) 0.898 ✓ Neighbourhood Representative Sampling for Efficient End-to-end Video Quality Assessment timothyhtimothy/fast-vqa · VQAssessment/FAST-VQA-and-FasterVQA · timothyhtimothy/fast-vqa-and-fastervqa · +1 2022
45 DOVER (head-only) 0.894 Exploring Video Quality Assessment on User Generated Contents from Aesthetic and Technical Perspectives vqassessment/dover · QualityAssessment/DOVER · VQAssessment/FAST-VQA-and-FasterVQA 2022
46 FAST-VQA (finetuned on KonViD-1k) 0.892 ✓ FAST-VQA: Efficient End-to-end Video Quality Assessment with Fragment Sampling VQAssessment/FAST-VQA-and-FasterVQA · QualityAssessment/FAST-VQA-and-FasterVQA · timothyhtimothy/fast-vqa-and-fastervqa · +1 2022
47 ReLaX-VQA (finetuned on KoNViD-1k) 0.8668 ✓ ReLaX-VQA: Residual Fragment and Layer Stack Extraction for Enhancing Video Quality Assessment xinyiw915/relax-vqa 2024
48 SimpleVQA 0.860 A Deep Learning based No-reference Quality Assessment Model for UGC Videos sunwei925/SimpleVQA 2022
48 DisCoVQA 0.860 DisCoVQA: Temporal Distortion-Content Transformers for Video Quality Assessment QualityAssessment/DisCoVQA 2022
50 HVS-5M 0.8562 HVS Revisited: A Comprehensive Video Quality Assessment Framework 2022
51 FAST-VQA (trained on LSVQ only) 0.855 ✓ FAST-VQA: Efficient End-to-end Video Quality Assessment with Fragment Sampling VQAssessment/FAST-VQA-and-FasterVQA · QualityAssessment/FAST-VQA-and-FasterVQA · timothyhtimothy/fast-vqa-and-fastervqa · +1 2022
52 CONVIQT 0.849 ✓ CONVIQT: Contrastive Video Quality Estimator pavancm/conviqt 2022
53 ReLaX-VQA 0.8473 ReLaX-VQA: Residual Fragment and Layer Stack Extraction for Enhancing Video Quality Assessment xinyiw915/relax-vqa 2024
54 ReLaX-VQA (trained on LSVQ only) 0.8427 ✓ ReLaX-VQA: Residual Fragment and Layer Stack Extraction for Enhancing Video Quality Assessment xinyiw915/relax-vqa 2024
55 CONTRIQUE 0.842 ✓ Image Quality Assessment using Contrastive Learning pavancm/contrique · pavancm/conviqt 2021
56 2BiVQA 0.835 ✓ 2BiVQA: Double Bi-LSTM based Video Quality Assessment of UGC Videos atelili/2bivqa 2022
57 BVQA-2022 0.834 ✓ Blindly Assess Quality of In-the-Wild Videos via Quality-aware Pre-training and Motion Perception zwx8981/tcsvt-2022-bvqa · zwx8981/BVQA-2021 2021
58 RAPIQUE 0.8175 RAPIQUE: Rapid and Accurate Video Quality Prediction of User Generated Content vztu/RAPIQUE 2021
59 VIDEVAL 0.7803 UGC-VQA: Benchmarking Blind Video Quality Assessment for User Generated Content tu184044109/VIDEVAL_release · vztu/VIDEVAL · vztu/VIDEVAL_release · +2 2020
60 VSFA 0.7754 Quality Assessment of In-the-Wild Videos lidq92/VSFA · SpikeKing/VQA-v2 2019
61 PVQ 0.770 ✓ Patch-VQ: 'Patching Up' the Video Quality Problem baidut/PatchVQ 2020
62 TLVQM 0.7688 Two-Level Approach for No-Reference Consumer Video Quality Assessment jarikorhonen/nr-vqa-consumervideo 2019
63 ChipQA 0.7625 ChipQA: No-Reference Video Quality Prediction via Space-Time Chips JoshuaEbenezer/ChipQA 2021
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