| Task Name | Dataset Name | SOTA Result | Trend | |
|---|---|---|---|---|
| Image Denoising | Images noise level 25 | Runtime (s)0.006 | 21 | |
| Full Reference Image Quality Assessment | Images 1080x1920 resolution | Latency (ms)37.85 | 15 | |
| Full Reference Image Quality Assessment | Images 384x512 resolution | Runtime (ms)5.69 | 15 | |
| Low-light Image Enhancement | Images of size 1200x900x3 (test) | Runtime0.0025 | 7 | |
| Image De-raining | 1000 images (test) | Running Time (s)0.2 | 7 | |
| Image Deraining | 256x256 resolution images | Processing Time (s)0.0098 | 6 | |
| Image Segmentation | Images250 | Average Score93.02 | 5 | |
| Image Segmentation | Images250 (test) | Precision96.82 | 5 | |
| Compressive Sensing Image Reconstruction | 256x256 images | MACs (G)107.73 | 5 | |
| Vector Compactness Assessment | 100 images photos clipart emojis (test) | Average VeC0.738 | 5 | |
| Dehazing | 200 sampled images (test) | LPIPS0.038 | 5 | |
| Desnowing | Images 200 sampled (test) | LPIPS0.115 | 5 | |
| Low-light Enhancement | 200 sampled images (test) | LPIPS0.161 | 5 | |
| Image Reconstruction | 28 x 28 Images (test) | FPS (Hz)2,613 | 4 | |
| Novel View Synthesis | 1024 x 1024 resolution images (test) | Source View Latency (ms)5 | 4 | |
| Image Classification | 64x64 images | Latency (ms)21.2 | 4 | |
| Image Reconstruction | 256x256 images (test) | Avg Running Time (GPU)0.0078 | 4 | |
| Image Reconstruction | 256x256 images (test) | Inference Time (GPU)0.0075 | 4 | |
| Black-Box LVLM Attack | 1K images Claude 3.7-extended target | KMR (a)40 | 3 | |
| Black-Box LVLM Attack | 1K images GPT-4o target | KMR (a)91 | 3 | |
| Image Encryption | Images 512 x 512 | Encryption Time (s)0.8 | 3 | |
| Image Encryption | Images 256 x 256 | Encryption Time (s)0.35 | 3 | |
| Photo-based avatar auto-creation | 1,000 images two engines (test) | Fidelity Score3.97 | 3 | |
| View Synthesis | 5K images random camera poses (C_random) | FID23.39 | 3 | |
| Data Compression | Images 336 x 336 | Size (KB)4.14 | 2 |