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ResearchFormerly WizWand

Image Extrapolation on Remote Sensing Image Extrapolation

28.03CLIP ScoreSHARP (ours)
25.27425.989526.70527.4205Mar 23, 2026
Updated 7mo ago

Evaluation results

MethodLinks
SHARP (ours)Resolution=1536 × 15362026.0328.035.890.276
SHARP (ours)Resolution=2048 × 15362026.0327.865.840.274
SHARP (ours)Resolution=2048 × 20482026.0327.725.820.271
YaRNResolution=1536 × 15362026.0327.715.780.269
SHARP (ours)Resolution=Square Avg.2026.0327.685.810.271
SHARP (ours)Resolution=Overall Avg.2026.0327.545.780.27
YaRNResolution=2048 × 15362026.0327.535.720.267
NTK-awareResolution=1536 × 15362026.0327.445.630.261
SHARP (ours)Resolution=2560 × 19202026.0327.45.750.269
YaRNResolution=2048 × 20482026.0327.315.690.263
SHARP (ours)Resolution=2560 × 25602026.0327.285.710.266
YaRNResolution=Square Avg.2026.0327.275.680.263
NTK-awareResolution=2048 × 15362026.0327.255.580.259
PIResolution=1536 × 15362026.0327.185.560.255
YaRNResolution=Overall Avg.2026.0327.155.650.262
YaRNResolution=2560 × 19202026.0327.045.620.261
NTK-awareResolution=2048 × 20482026.0327.025.540.255
NTK-awareResolution=Square Avg.2026.0326.975.530.255
PIResolution=2048 × 15362026.0326.965.50.252
SHARP (ours)Resolution=3072 × 20482026.0326.935.640.263
NTK-awareResolution=Overall Avg.2026.0326.855.50.253
RS-FLUX (baseline)Resolution=1536 × 15362026.0326.845.480.249
YaRNResolution=2560 × 25602026.0326.785.570.257
NTK-awareResolution=2560 × 19202026.0326.745.480.252
PIResolution=2048 × 20482026.0326.735.460.248
PIResolution=Square Avg.2026.0326.675.450.248
PIResolution=Overall Avg.2026.0326.545.420.247
YaRNResolution=3072 × 20482026.0326.55.50.254
RS-FLUX (baseline)Resolution=2048 × 15362026.0326.485.420.246
NTK-awareResolution=2560 × 25602026.0326.465.420.248
PIResolution=2560 × 19202026.0326.425.40.246
RS-FLUX (baseline)Resolution=2048 × 20482026.0326.215.360.242
RS-FLUX (baseline)Resolution=Square Avg.2026.0326.215.360.242
NTK-awareResolution=3072 × 20482026.0326.195.360.245
PIResolution=2560 × 25602026.0326.095.330.241
RS-FLUX (baseline)Resolution=Overall Avg.2026.0326.075.340.241
RS-FLUX (baseline)Resolution=2560 × 19202026.0325.945.310.239
PIResolution=3072 × 20482026.0325.885.280.239
RS-FLUX (baseline)Resolution=2560 × 25602026.0325.575.250.236
RS-FLUX (baseline)Resolution=3072 × 20482026.0325.385.20.233