Research map / Image generation / Image restoration
Underwater Ranker: Learn Which Is Better and How to Be Better
Read the paperCheck your idea against 108,967 papers
AI-extracted summary. Written by AI from the paper's title only (no summary yet). Numbers and claims can be wrong or missing context, so check the paper before you cite or build on it.
Measured effects reported in the paper
| What was changed | Where | Measured | Effect |
|---|---|---|---|
| add pre-trained URanker loss | WaterNet · UIEB | PSNR: 21.814 -> 21.926 | Helped |
| add pre-trained URanker loss | WaterNet · UIEB | SSIM: 0.9194 -> 0.9244 | Helped |
| add pre-trained URanker loss | Ucolor · UIEB | PSNR: 20.433 -> 20.686 | Helped |
| add pre-trained URanker loss | Ucolor · UIEB | SSIM: 0.8963 -> 0.8987 | Helped |
| add pre-trained URanker loss | NU²Net · UIEB | PSNR: 22.419 -> 22.669 | Helped |
| add pre-trained URanker loss | NU²Net · UIEB | SSIM: 0.9227 -> 0.9246 | Helped |
| add histogram prior module (ablation) | URanker · URankerSet test | SRCC: 0.8585 -> 0.8655 | Helped |
| add histogram prior module (ablation) | URanker · URankerSet test | KRCC: 0.7381 -> 0.7402 | Helped |
| replace direct connection with dynamic connection (ablation) | URanker · URankerSet test | SRCC: 0.8478 -> 0.8655 | Helped |
| replace direct connection with dynamic connection (ablation) | URanker · URankerSet test | KRCC: 0.7219 -> 0.7402 | Helped |
| replace neighbour connection with dynamic connection (ablation) | URanker · URankerSet test | SRCC: 0.8589 -> 0.8655 | Helped |
| replace neighbour connection with dynamic connection (ablation) | URanker · URankerSet test | KRCC: 0.7363 -> 0.7402 | Helped |
Closest papers by meaning
- UVEB: A Large-scale Benchmark and Baseline Towards Real-World Underwater Video Enhancement (CVPR 2024 · similarity 0.89)
- WaterDiffusion: Learning a Prior-involved Unrolling Diffusion for Joint Underwater Saliency Detection and Visual Restoration (AAAI 2025 · similarity 0.86)
- Adaptive Dual-domain Learning for Underwater Image Enhancement (AAAI 2025 · similarity 0.86)
- Synergistic Multiscale Detail Refinement via Intrinsic Supervision for Underwater Image Enhancement (AAAI 2024 · similarity 0.85)
- Atlantis: Enabling Underwater Depth Estimation with Stable Diffusion (CVPR 2024 · similarity 0.85)
- Diving into Underwater: Segment Anything Model Guided Underwater Salient Instance Segmentation and A Large-scale Dataset (ICML 2024 · similarity 0.85)
Writing a paper in this area? scime draft is a free LaTeX editor with AI included, real-time co-authors and a check of your references and venue rules before you submit. It also imports OpenAI Prism projects.