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Computer Vision
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Video Understanding
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LIVE-VQC
Video Understanding on LIVE-VQC
Metric: PLCC (higher is better)
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#
Model
↕
PLCC
▼
Extra Data
Paper
Date
↕
Code
1
ReLaX-VQA (finetuned on LIVE-VQC)
0.8876
Yes
ReLaX-VQA: Residual Fragment and Layer Stack Ext...
2024-07-16
Code
2
DOVER (end-to-end)
0.874
No
Exploring Video Quality Assessment on User Gener...
2022-11-09
Code
3
DOVER (head-only)
0.863
No
Exploring Video Quality Assessment on User Gener...
2022-11-09
Code
4
FAST-VQA (finetuned on LIVE-VQC)
0.862
Yes
FAST-VQA: Efficient End-to-end Video Quality Ass...
2022-07-06
Code
5
FasterVQA (fine-tuned)
0.858
Yes
Neighbourhood Representative Sampling for Effici...
2022-10-11
Code
6
FAST-VQA (trained on LSVQ only)
0.844
Yes
FAST-VQA: Efficient End-to-end Video Quality Ass...
2022-07-06
Code
7
DisCoVQA
0.844
No
DisCoVQA: Temporal Distortion-Content Transforme...
2022-06-20
Code
8
HVS-5M
0.8422
No
HVS Revisited: A Comprehensive Video Quality Ass...
2022-10-09
-
9
BVQA-2022
0.839
Yes
Blindly Assess Quality of In-the-Wild Videos via...
2021-08-19
Code
10
2BiVQA
0.832
Yes
2BiVQA: Double Bi-LSTM based Video Quality Asses...
2022-08-31
Code
11
ReLaX-VQA (trained on LSVQ only)
0.8242
Yes
ReLaX-VQA: Residual Fragment and Layer Stack Ext...
2024-07-16
Code
12
CONTRIQUE
0.822
Yes
Image Quality Assessment using Contrastive Learn...
2021-10-25
Code
13
CONVIQT
0.817
Yes
CONVIQT: Contrastive Video Quality Estimator
2022-06-29
Code
14
ReLaX-VQA
0.8079
No
ReLaX-VQA: Residual Fragment and Layer Stack Ext...
2024-07-16
Code
15
TLVQM
0.8025
No
-
-
Code
16
PVQ
0.791
Yes
Patch-VQ: 'Patching Up' the Video Quality Problem
2020-11-27
Code
17
RAPIQUE
0.7863
No
RAPIQUE: Rapid and Accurate Video Quality Predic...
2021-01-26
Code
18
VIDEVAL
0.7514
No
UGC-VQA: Benchmarking Blind Video Quality Assess...
2020-05-29
Code
19
VSFA
0.7426
No
Quality Assessment of In-the-Wild Videos
2019-08-01
Code
20
ChipQA
0.7299
No
ChipQA: No-Reference Video Quality Prediction vi...
2021-09-17
Code