| Exploring Video Quality Assessment on User Generated Contents from Aesthetic and Technical Perspectives | ✓ Link | 0.905 | DOVER (end-to-end) | 2022-11-09 |
| Neighbourhood Representative Sampling for Efficient End-to-end Video Quality Assessment | ✓ Link | 0.898 | FasterVQA (fine-tuned) | 2022-10-11 |
| Exploring Video Quality Assessment on User Generated Contents from Aesthetic and Technical Perspectives | ✓ Link | 0.894 | DOVER (head-only) | 2022-11-09 |
| FAST-VQA: Efficient End-to-end Video Quality Assessment with Fragment Sampling | ✓ Link | 0.892 | FAST-VQA (finetuned on KonViD-1k) | 2022-07-06 |
| ReLaX-VQA: Residual Fragment and Layer Stack Extraction for Enhancing Video Quality Assessment | ✓ Link | 0.8668 | ReLaX-VQA (finetuned on KoNViD-1k) | 2024-07-16 |
| A Deep Learning based No-reference Quality Assessment Model for UGC Videos | ✓ Link | 0.860 | SimpleVQA | 2022-04-29 |
| DisCoVQA: Temporal Distortion-Content Transformers for Video Quality Assessment | ✓ Link | 0.860 | DisCoVQA | 2022-06-20 |
| HVS Revisited: A Comprehensive Video Quality Assessment Framework | | 0.8562 | HVS-5M | 2022-10-09 |
| FAST-VQA: Efficient End-to-end Video Quality Assessment with Fragment Sampling | ✓ Link | 0.855 | FAST-VQA (trained on LSVQ only) | 2022-07-06 |
| CONVIQT: Contrastive Video Quality Estimator | ✓ Link | 0.849 | CONVIQT | 2022-06-29 |
| ReLaX-VQA: Residual Fragment and Layer Stack Extraction for Enhancing Video Quality Assessment | ✓ Link | 0.8473 | ReLaX-VQA | 2024-07-16 |
| ReLaX-VQA: Residual Fragment and Layer Stack Extraction for Enhancing Video Quality Assessment | ✓ Link | 0.8427 | ReLaX-VQA (trained on LSVQ only) | 2024-07-16 |
| Image Quality Assessment using Contrastive Learning | ✓ Link | 0.842 | CONTRIQUE | 2021-10-25 |
| 2BiVQA: Double Bi-LSTM based Video Quality Assessment of UGC Videos | ✓ Link | 0.835 | 2BiVQA | 2022-08-31 |
| Blindly Assess Quality of In-the-Wild Videos via Quality-aware Pre-training and Motion Perception | ✓ Link | 0.834 | BVQA-2022 | 2021-08-19 |
| RAPIQUE: Rapid and Accurate Video Quality Prediction of User Generated Content | ✓ Link | 0.8175 | RAPIQUE | 2021-01-26 |
| UGC-VQA: Benchmarking Blind Video Quality Assessment for User Generated Content | ✓ Link | 0.7803 | VIDEVAL | 2020-05-29 |
| Quality Assessment of In-the-Wild Videos | ✓ Link | 0.7754 | VSFA | 2019-08-01 |
| Patch-VQ: 'Patching Up' the Video Quality Problem | ✓ Link | 0.770 | PVQ | 2020-11-27 |
| Two-Level Approach for No-Reference Consumer Video Quality Assessment | ✓ Link | 0.7688 | TLVQM | 2019-06-20 |
| ChipQA: No-Reference Video Quality Prediction via Space-Time Chips | ✓ Link | 0.7625 | ChipQA | 2021-09-17 |