Table 2.
Overall performance comparison in terms of over the test sequences at four QPs. Video resolutions: Class A (2560 × 1600), Class B (1920 × 1080), Class C (832 × 480), Class D (480 × 240), Class E (1280 × 720). Bold indicates best performance.
| QP | Sequences | ARCNN | DNCNN | MFQEv2.0 | STDF-R3L | RFDA | BasicVSR++ | TVQE | STCF | Ours | |
|---|---|---|---|---|---|---|---|---|---|---|---|
| [23] | [24] | [11] | [5] | [12] | [17] | [16] | [28] | LFDM | |||
| 37 | A | Traffic | 0.24/0.47 | 0.24/0.57 | 0.59/1.02 | 0.73/1.15 | 0.80/1.28 | 0.94/1.52 | 0.88/1.44 | 0.91/1.44 | 1.04/1.64 |
| PeopleonStreet | 0.35/0.75 | 0.41/0.82 | 0.92/1.57 | 1.25/1.96 | 1.44/2.22 | 1.37/2.23 | 1.49/2.33 | 1.62/2.43 | 1.58/2.37 | ||
| B | Kimono | 0.22/0.65 | 0.24/0.75 | 0.55/1.18 | 0.85/1.61 | 1.02/1.86 | 1.41/2.18 | 0.99/1.82 | 1.21/1.94 | 1.52/2.26 | |
| ParkScene | 0.14/0.38 | 0.14/0.50 | 0.46/1.23 | 0.59/1.47 | 0.64/1.58 | 0.86/2.25 | 0.66/1.76 | 0.74/1.79 | 0.95/2.30 | ||
| Cactus | 0.19/0.38 | 0.20/0.48 | 0.50/1.00 | 0.77/1.38 | 0.83/1.49 | 0.62/1.51 | 0.85/1.57 | 0.93/1.61 | 0.82/1.61 | ||
| BQTerrace | 0.20/0.28 | 0.20/0.38 | 0.40/0.67 | 0.63/1.06 | 0.65/1.06 | 0.71/1.25 | 0.74/1.34 | 0.75/1.25 | 0.82/1.38 | ||
| BasketballDrive | 0.23/0.55 | 0.25/0.58 | 0.47/0.83 | 0.75/1.23 | 0.87/1.40 | 1.02/1.53 | 0.85/1.46 | 1.09/1.59 | 1.06/1.74 | ||
| C | RaceHorses | 0.22/0.43 | 0.25/0.65 | 0.39/0.80 | 0.55/1.35 | 0.48/1.23 | 0.76/1.84 | 0.61/1.59 | 0.69/1.59 | 0.86/1.84 | |
| BQMall | 0.28/0.68 | 0.28/0.68 | 0.62/1.20 | 0.99/1.80 | 1.09/1.97 | 1.17/2.24 | 1.06/2.02 | 1.25/2.21 | 1.24/2.32 | ||
| PartyScene | 0.11/0.38 | 0.13/0.48 | 0.36/1.18 | 0.68/1.94 | 0.66/1.88 | 0.44/1.71 | 0.80/2.27 | 0.73/2.28 | 0.78/2.36 | ||
| BasketballDril | 0.25/0.58 | 0.33/0.68 | 0.58/1.20 | 0.79/1.49 | 0.88/1.67 | 0.87/1.67 | 0.98/2.01 | 0.96/1.76 | 0.89/1.88 | ||
| D | RaceHorses | 0.27/0.55 | 0.31/0.73 | 0.59/1.43 | 0.83/2.08 | 0.85/2.11 | 1.02/2.74 | 0.86/2.30 | 1.02/2.47 | 1.17/2.90 | |
| BQSquare | 0.08/0.08 | 0.13/0.18 | 0.34/0.65 | 0.94/1.25 | 1.05/1.39 | 0.61/0.93 | 1.25/1.74 | 1.06/1.48 | 1.02/1.57 | ||
| BlowingBubbles | 0.16/0.35 | 0.18/0.58 | 0.53/1.70 | 0.74/2.26 | 0.78/2.40 | 0.69/2.65 | 0.83/2.60 | 0.80/2.53 | 0.85/2.62 | ||
| BasketballRass | 0.26/0.58 | 0.31/0.75 | 0.73/1.55 | 1.08/2.12 | 1.13/2.24 | 1.22/2.66 | 1.12/2.41 | 1.32/2.63 | 1.30/2.73 | ||
| E | FourPeople | 0.37/0.50 | 0.39/0.60 | 0.73/0.95 | 0.94/1.17 | 1.13/1.36 | 1.13/1.38 | 1.16/1.42 | 1.11/1.33 | 1.20/1.42 | |
| Johnny | 0.25/0.10 | 0.32/0.40 | 0.60/0.68 | 0.81/0.88 | 0.90/0.94 | 0.99/0.97 | 1.12/1.33 | 1.00/1.13 | 1.06/1.25 | ||
| KristenAndSara | 0.41/0.50 | 0.42/0.60 | 0.75/0.85 | 0.97/0.96 | 1.19/1.15 | 1.20/1.13 | 1.27/1.23 | 1.12/1.11 | 1.15/1.21 | ||
| Average | 0.23/0.45 | 0.26/0.58 | 0.56/1.09 | 0.83/1.51 | 0.91/1.62 | 0.95/1.80 | 0.98/1.82 | 1.02/1.81 | 1.08/1.93 | ||
| 42 | Average | 0.29/0.96 | 0.22/0.77 | 0.59/1.65 | 0.76/2.04 | 0.82/2.20 | —/— | 0.99/2.64 | 0.88/2.34 | 0.97/2.50 | |
| 32 | Average | 0.18/0.19 | 0.26/0.35 | 0.52/0.68 | 0.86/1.04 | 0.87/1.07 | 0.89/1.25 | 0.93/1.24 | 1.07/1.32 | 1.09/1.55 | |
| 27 | Average | 0.18/0.14 | 0.27/0.24 | 0.49/0.42 | 0.72/0.57 | 0.82/0.68 | —/— | 0.87/0.80 | 1.05/0.88 | 1.03/1.17 |