Image Extrapolation on Remote Sensing Image Extrapolation
28.03CLIP ScoreSHARP (ours)
Evaluation Results
| Method | Links | |||
|---|---|---|---|---|
| SHARP (ours)Resolution=1536 × 15362026.03 | 28.03 | 5.89 | 0.276 | |
| SHARP (ours)Resolution=2048 × 15362026.03 | 27.86 | 5.84 | 0.274 | |
| SHARP (ours)Resolution=2048 × 20482026.03 | 27.72 | 5.82 | 0.271 | |
| YaRNResolution=1536 × 15362026.03 | 27.71 | 5.78 | 0.269 | |
| SHARP (ours)Resolution=Square Avg.2026.03 | 27.68 | 5.81 | 0.271 | |
| SHARP (ours)Resolution=Overall Avg.2026.03 | 27.54 | 5.78 | 0.27 | |
| YaRNResolution=2048 × 15362026.03 | 27.53 | 5.72 | 0.267 | |
| NTK-awareResolution=1536 × 15362026.03 | 27.44 | 5.63 | 0.261 | |
| SHARP (ours)Resolution=2560 × 19202026.03 | 27.4 | 5.75 | 0.269 | |
| YaRNResolution=2048 × 20482026.03 | 27.31 | 5.69 | 0.263 | |
| SHARP (ours)Resolution=2560 × 25602026.03 | 27.28 | 5.71 | 0.266 | |
| YaRNResolution=Square Avg.2026.03 | 27.27 | 5.68 | 0.263 | |
| NTK-awareResolution=2048 × 15362026.03 | 27.25 | 5.58 | 0.259 | |
| PIResolution=1536 × 15362026.03 | 27.18 | 5.56 | 0.255 | |
| YaRNResolution=Overall Avg.2026.03 | 27.15 | 5.65 | 0.262 | |
| YaRNResolution=2560 × 19202026.03 | 27.04 | 5.62 | 0.261 | |
| NTK-awareResolution=2048 × 20482026.03 | 27.02 | 5.54 | 0.255 | |
| NTK-awareResolution=Square Avg.2026.03 | 26.97 | 5.53 | 0.255 | |
| PIResolution=2048 × 15362026.03 | 26.96 | 5.5 | 0.252 | |
| SHARP (ours)Resolution=3072 × 20482026.03 | 26.93 | 5.64 | 0.263 | |
| NTK-awareResolution=Overall Avg.2026.03 | 26.85 | 5.5 | 0.253 | |
| RS-FLUX (baseline)Resolution=1536 × 15362026.03 | 26.84 | 5.48 | 0.249 | |
| YaRNResolution=2560 × 25602026.03 | 26.78 | 5.57 | 0.257 | |
| NTK-awareResolution=2560 × 19202026.03 | 26.74 | 5.48 | 0.252 | |
| PIResolution=2048 × 20482026.03 | 26.73 | 5.46 | 0.248 | |
| PIResolution=Square Avg.2026.03 | 26.67 | 5.45 | 0.248 | |
| PIResolution=Overall Avg.2026.03 | 26.54 | 5.42 | 0.247 | |
| YaRNResolution=3072 × 20482026.03 | 26.5 | 5.5 | 0.254 | |
| RS-FLUX (baseline)Resolution=2048 × 15362026.03 | 26.48 | 5.42 | 0.246 | |
| NTK-awareResolution=2560 × 25602026.03 | 26.46 | 5.42 | 0.248 | |
| PIResolution=2560 × 19202026.03 | 26.42 | 5.4 | 0.246 | |
| RS-FLUX (baseline)Resolution=2048 × 20482026.03 | 26.21 | 5.36 | 0.242 | |
| RS-FLUX (baseline)Resolution=Square Avg.2026.03 | 26.21 | 5.36 | 0.242 | |
| NTK-awareResolution=3072 × 20482026.03 | 26.19 | 5.36 | 0.245 | |
| PIResolution=2560 × 25602026.03 | 26.09 | 5.33 | 0.241 | |
| RS-FLUX (baseline)Resolution=Overall Avg.2026.03 | 26.07 | 5.34 | 0.241 | |
| RS-FLUX (baseline)Resolution=2560 × 19202026.03 | 25.94 | 5.31 | 0.239 | |
| PIResolution=3072 × 20482026.03 | 25.88 | 5.28 | 0.239 | |
| RS-FLUX (baseline)Resolution=2560 × 25602026.03 | 25.57 | 5.25 | 0.236 | |
| RS-FLUX (baseline)Resolution=3072 × 20482026.03 | 25.38 | 5.2 | 0.233 |