Latency and Cost for Image Quality Assessment on KonIQ-10k, LIVE-C, and GoPro
1Latency (ms)Laplacian var.
Evaluation results
| Method | Links | ||
|---|---|---|---|
| Laplacian var.Output=scalar, Gate target?=no, Hardware=Desktop CPU2026.06 | 1 | — | |
| Generic VLM graderOutput=text, Gate target?=indirect2026.06 | 1 | — | |
| Edge Prior Module (EPM)Output=route, Gate target?=yes, Hardware=CPU2026.06 | 7 | — | |
| BRISQUEOutput=score, Gate target?=no, Hardware=Desktop CPU2026.06 | 10 | — | |
| NIQEOutput=score, Gate target?=no, Hardware=Desktop CPU2026.06 | 20 | — | |
| MUSIQOutput=score, Gate target?=no, Hardware=GPU2026.06 | 50 | — | |
| DeblurGANOutput=image, Gate target?=no (restorer), Hardware=GPU2026.06 | 200 | — |