GeoCrossBench: paired seed × dataset bootstrap
Each lower-triangle cell shows row minus column in percentage points, a paired crossed-bootstrap 95% interval, and the bootstrap probability that the row model is higher. Select a benchmark scope below.
28 model/regime combinations
378 pairwise comparisons
276 pointwise intervals exclude zero
| Rank · model/regime mean | 1ViT-B | 2Panopticon | 3χViT | 4Panopticon ❄ | 5DINOv2 | 6ResNet50 | 7DOFA | 8DINOv2 ❄ | 9iBOT | 10DINOv3 | 11SatlasNet | 12Prithvi | 13TerraFM | 14χViT ❄ | 15TerraMind | 16ViT-B ❄ | 17DOFA ❄ | 18TerraFM ❄ | 19ResNet50 ❄ | 20CROMA | 21iBOT ❄ | 22DINOv3 ❄ | 23TerraMind ❄ | 24SatlasNet ❄ | 25CROMA ❄ | 26Prithvi ❄ | 27AnySat | 28AnySat ❄ |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 1ViT-B45.05 | — | |||||||||||||||||||||||||||
| 2Panopticon44.85 | -0.20[-2.78, +3.10]P+ 41.6% | — | ||||||||||||||||||||||||||
| 3χViT44.67 | -0.38[-4.25, +4.07]P+ 40.9% | -0.18[-2.70, +2.14]P+ 45.6% | — | |||||||||||||||||||||||||
| 4Panopticon ❄44.11 | -0.95[-5.64, +4.05]P+ 35.5% | -0.75[-4.10, +2.62]P+ 33.0% | -0.57[-3.47, +2.24]P+ 35.4% | — | ||||||||||||||||||||||||
| 5DINOv243.81 | -1.25[-4.39, +2.19]P+ 23.7% | -1.05[-4.73, +2.62]P+ 29.4% | -0.87[-4.72, +2.41]P+ 33.5% | -0.30[-3.60, +2.91]P+ 42.8% | — | |||||||||||||||||||||||
| 6ResNet5043.61 | -1.44[-5.00, +2.38]P+ 25.5% | -1.24[-4.59, +1.97]P+ 24.5% | -1.06[-3.79, +1.12]P+ 21.0% | -0.49[-2.87, +1.82]P+ 34.5% | -0.19[-2.60, +2.55]P+ 43.1% | — | ||||||||||||||||||||||
| 7DOFA41.08 | -3.98[-6.68, -0.89]P+ 0.5% | -3.78[-6.72, -0.83]P+ 0.6% | -3.60[-6.80, -0.85]P+ 0.4% | -3.03[-6.16, +0.15]P+ 3.1% | -2.73[-4.55, -0.84]P+ 0.2% | -2.54[-4.57, -0.68]P+ 0.2% | — | |||||||||||||||||||||
| 8DINOv2 ❄41.05 | -4.01[-7.27, -0.51]P+ 1.0% | -3.81[-7.03, -0.70]P+ 0.7% | -3.63[-6.73, -0.88]P+ 0.2% | -3.06[-5.40, -0.77]P+ 0.5% | -2.76[-4.14, -1.31]P+ 0.0% | -2.57[-4.76, -0.67]P+ 0.2% | -0.03[-1.58, +1.60]P+ 48.2% | — | ||||||||||||||||||||
| 9iBOT40.95 | -4.11[-5.51, -2.82]P+ 0.0% | -3.91[-7.65, -1.23]P+ 0.1% | -3.73[-8.53, +0.20]P+ 3.5% | -3.16[-8.17, +1.43]P+ 10.0% | -2.86[-5.92, -0.11]P+ 2.0% | -2.67[-6.56, +0.76]P+ 8.4% | -0.13[-3.09, +2.26]P+ 49.0% | -0.10[-3.31, +2.91]P+ 48.2% | — | |||||||||||||||||||
| 10DINOv340.59 | -4.46[-5.57, -3.07]P+ 0.0% | -4.26[-6.88, -1.88]P+ 0.0% | -4.08[-7.65, -0.71]P+ 0.6% | -3.51[-7.75, +0.71]P+ 6.1% | -3.21[-5.65, -0.76]P+ 0.3% | -3.02[-6.18, +0.04]P+ 2.8% | -0.48[-2.77, +1.69]P+ 34.8% | -0.45[-3.10, +2.22]P+ 36.5% | -0.35[-1.53, +1.22]P+ 28.5% | — | ||||||||||||||||||
| 11SatlasNet40.42 | -4.63[-8.84, +0.17]P+ 3.0% | -4.43[-8.15, -0.50]P+ 1.0% | -4.25[-7.64, -1.13]P+ 0.2% | -3.69[-5.89, -1.56]P+ 0.0% | -3.39[-6.41, -0.50]P+ 0.9% | -3.19[-4.54, -1.64]P+ 0.0% | -0.65[-3.08, +1.79]P+ 31.2% | -0.63[-2.92, +1.92]P+ 30.1% | -0.53[-4.32, +3.96]P+ 39.2% | -0.17[-3.88, +3.80]P+ 46.6% | — | |||||||||||||||||
| 12Prithvi40.03 | -5.02[-8.10, -2.22]P+ 0.0% | -4.82[-9.83, -0.25]P+ 1.9% | -4.64[-10.36, +0.12]P+ 2.9% | -4.07[-9.97, +1.67]P+ 8.8% | -3.77[-6.80, -0.81]P+ 0.4% | -3.58[-8.09, +0.68]P+ 5.4% | -1.04[-4.22, +2.04]P+ 26.3% | -1.01[-4.95, +2.78]P+ 30.7% | -0.91[-3.50, +1.45]P+ 23.9% | -0.56[-3.30, +1.91]P+ 35.2% | -0.39[-5.23, +4.51]P+ 43.8% | — | ||||||||||||||||
| 13TerraFM39.90 | -5.15[-9.19, -0.88]P+ 0.5% | -4.95[-9.13, -0.91]P+ 0.5% | -4.77[-8.57, -1.37]P+ 0.1% | -4.21[-7.20, -1.38]P+ 0.1% | -3.91[-6.55, -1.35]P+ 0.1% | -3.71[-5.47, -1.96]P+ 0.0% | -1.17[-3.35, +0.96]P+ 15.2% | -1.15[-3.16, +0.83]P+ 13.3% | -1.05[-4.61, +2.74]P+ 30.1% | -0.69[-4.30, +2.96]P+ 35.6% | -0.52[-2.27, +1.22]P+ 27.9% | -0.13[-4.37, +3.99]P+ 48.2% | — | |||||||||||||||
| 14χViT ❄39.88 | -5.18[-10.70, +0.81]P+ 4.5% | -4.98[-8.93, -1.00]P+ 0.4% | -4.80[-7.23, -2.41]P+ 0.0% | -4.23[-6.41, -1.82]P+ 0.0% | -3.93[-7.82, +0.65]P+ 4.7% | -3.74[-6.48, -0.50]P+ 1.3% | -1.20[-5.12, +3.05]P+ 28.4% | -1.17[-4.42, +2.68]P+ 25.7% | -1.07[-6.59, +5.17]P+ 34.7% | -0.72[-5.70, +4.47]P+ 39.2% | -0.54[-3.65, +2.85]P+ 36.6% | -0.16[-6.32, +6.67]P+ 47.0% | -0.02[-3.49, +4.13]P+ 48.0% | — | ||||||||||||||
| 15TerraMind38.36 | -6.69[-10.69, -2.50]P+ 0.0% | -6.49[-11.43, -1.91]P+ 0.1% | -6.31[-11.08, -2.49]P+ 0.0% | -5.75[-9.68, -2.20]P+ 0.0% | -5.44[-7.67, -3.21]P+ 0.0% | -5.25[-7.89, -2.92]P+ 0.0% | -2.71[-5.09, -0.39]P+ 0.9% | -2.68[-5.02, -0.62]P+ 0.4% | -2.59[-5.94, +0.91]P+ 9.4% | -2.23[-5.88, +1.43]P+ 14.8% | -2.06[-4.77, +0.49]P+ 6.1% | -1.67[-4.98, +1.68]P+ 20.0% | -1.54[-3.14, -0.00]P+ 2.5% | -1.52[-6.89, +2.56]P+ 29.8% | — | |||||||||||||
| 16ViT-B ❄37.57 | -7.48[-11.91, -2.82]P+ 0.0% | -7.28[-11.79, -2.94]P+ 0.0% | -7.10[-11.38, -3.24]P+ 0.0% | -6.54[-9.11, -4.08]P+ 0.0% | -6.24[-8.85, -3.67]P+ 0.0% | -6.04[-8.67, -3.49]P+ 0.0% | -3.51[-6.12, -0.81]P+ 0.4% | -3.48[-5.18, -1.78]P+ 0.0% | -3.38[-7.38, +0.77]P+ 6.5% | -3.02[-7.05, +1.03]P+ 9.8% | -2.85[-5.31, -0.58]P+ 0.6% | -2.46[-7.25, +2.23]P+ 16.7% | -2.33[-4.01, -0.69]P+ 0.3% | -2.31[-6.77, +1.23]P+ 13.5% | -0.79[-2.71, +1.13]P+ 21.2% | — | ||||||||||||
| 17DOFA ❄36.67 | -8.38[-12.92, -3.42]P+ 0.0% | -8.18[-11.98, -4.13]P+ 0.0% | -8.00[-11.35, -4.58]P+ 0.0% | -7.44[-9.52, -5.24]P+ 0.0% | -7.13[-10.05, -4.27]P+ 0.0% | -6.94[-9.25, -4.71]P+ 0.0% | -4.40[-6.83, -1.98]P+ 0.0% | -4.37[-6.32, -2.31]P+ 0.0% | -4.28[-8.66, +0.55]P+ 4.2% | -3.92[-8.04, +0.32]P+ 3.8% | -3.75[-6.03, -1.66]P+ 0.0% | -3.36[-8.42, +1.75]P+ 10.5% | -3.23[-5.10, -1.36]P+ 0.1% | -3.20[-6.55, -0.16]P+ 1.9% | -1.69[-4.25, +1.11]P+ 11.6% | -0.90[-2.75, +0.89]P+ 16.3% | — | |||||||||||
| 18TerraFM ❄36.09 | -8.97[-14.28, -3.41]P+ 0.0% | -8.77[-13.30, -4.12]P+ 0.0% | -8.59[-12.36, -4.67]P+ 0.0% | -8.02[-10.28, -5.58]P+ 0.0% | -7.72[-11.23, -4.30]P+ 0.0% | -7.53[-10.17, -4.81]P+ 0.0% | -4.99[-8.19, -1.71]P+ 0.0% | -4.96[-7.45, -2.43]P+ 0.0% | -4.86[-9.85, +0.37]P+ 3.6% | -4.51[-9.27, +0.31]P+ 3.7% | -4.33[-6.58, -2.06]P+ 0.0% | -3.95[-9.57, +1.69]P+ 9.2% | -3.81[-5.82, -1.73]P+ 0.0% | -3.79[-7.16, -0.68]P+ 0.7% | -2.27[-5.09, +0.72]P+ 6.8% | -1.48[-3.14, +0.27]P+ 4.9% | -0.59[-2.21, +0.94]P+ 24.4% | — | ||||||||||
| 19ResNet50 ❄35.99 | -9.06[-14.29, -3.91]P+ 0.0% | -8.86[-12.54, -5.19]P+ 0.0% | -8.68[-12.29, -5.26]P+ 0.0% | -8.11[-10.51, -5.47]P+ 0.0% | -7.81[-12.38, -3.76]P+ 0.0% | -7.62[-10.66, -5.05]P+ 0.0% | -5.08[-8.67, -1.96]P+ 0.0% | -5.05[-8.43, -2.12]P+ 0.0% | -4.95[-9.86, +0.01]P+ 2.5% | -4.60[-9.49, +0.08]P+ 2.7% | -4.43[-6.93, -2.21]P+ 0.0% | -4.04[-10.38, +1.95]P+ 10.2% | -3.91[-6.66, -1.23]P+ 0.1% | -3.88[-7.48, -0.13]P+ 2.1% | -2.37[-6.32, +1.44]P+ 12.3% | -1.58[-4.45, +1.26]P+ 14.6% | -0.68[-3.13, +1.90]P+ 29.6% | -0.09[-2.54, +2.50]P+ 46.0% | — | |||||||||
| 20CROMA35.19 | -9.86[-15.45, -4.41]P+ 0.0% | -9.66[-14.48, -4.96]P+ 0.0% | -9.48[-13.95, -5.31]P+ 0.0% | -8.92[-12.87, -5.23]P+ 0.0% | -8.62[-12.81, -4.92]P+ 0.0% | -8.42[-11.76, -5.35]P+ 0.0% | -5.89[-9.74, -2.57]P+ 0.0% | -5.86[-9.48, -2.47]P+ 0.0% | -5.76[-10.77, -0.88]P+ 0.9% | -5.40[-10.52, -0.69]P+ 0.9% | -5.23[-8.27, -2.65]P+ 0.0% | -4.84[-10.36, +0.15]P+ 3.0% | -4.71[-6.91, -2.48]P+ 0.0% | -4.69[-9.19, -0.48]P+ 1.4% | -3.17[-6.28, -0.18]P+ 1.9% | -2.38[-5.47, +0.88]P+ 7.5% | -1.48[-4.33, +1.49]P+ 16.1% | -0.90[-3.72, +2.03]P+ 26.2% | -0.80[-4.26, +2.24]P+ 32.0% | — | ||||||||
| 21iBOT ❄34.23 | -10.83[-14.11, -7.42]P+ 0.0% | -10.63[-14.47, -7.18]P+ 0.0% | -10.45[-14.56, -7.00]P+ 0.0% | -9.88[-13.24, -6.92]P+ 0.0% | -9.58[-11.74, -7.52]P+ 0.0% | -9.39[-11.73, -7.14]P+ 0.0% | -6.85[-8.70, -5.01]P+ 0.0% | -6.82[-8.48, -5.26]P+ 0.0% | -6.72[-9.36, -3.93]P+ 0.0% | -6.37[-9.22, -3.47]P+ 0.0% | -6.20[-8.68, -4.06]P+ 0.0% | -5.81[-9.37, -2.37]P+ 0.0% | -5.67[-7.24, -4.08]P+ 0.0% | -5.65[-10.52, -1.66]P+ 0.1% | -4.14[-5.87, -2.40]P+ 0.0% | -3.34[-5.13, -1.59]P+ 0.0% | -2.45[-5.07, -0.07]P+ 2.1% | -1.86[-4.60, +0.78]P+ 9.1% | -1.77[-4.87, +1.27]P+ 13.3% | -0.96[-4.01, +2.24]P+ 26.7% | — | |||||||
| 22DINOv3 ❄33.42 | -11.63[-15.59, -7.32]P+ 0.0% | -11.43[-15.61, -7.55]P+ 0.0% | -11.25[-15.61, -7.22]P+ 0.0% | -10.69[-13.55, -8.35]P+ 0.0% | -10.39[-12.99, -7.97]P+ 0.0% | -10.19[-12.81, -7.55]P+ 0.0% | -7.65[-10.20, -5.10]P+ 0.0% | -7.63[-9.54, -5.65]P+ 0.0% | -7.53[-10.99, -3.81]P+ 0.0% | -7.17[-10.80, -3.50]P+ 0.0% | -7.00[-9.37, -4.77]P+ 0.0% | -6.61[-11.22, -2.30]P+ 0.0% | -6.48[-8.37, -4.60]P+ 0.0% | -6.46[-11.21, -2.61]P+ 0.0% | -4.94[-7.33, -2.59]P+ 0.0% | -4.15[-5.70, -2.65]P+ 0.0% | -3.25[-5.58, -1.17]P+ 0.1% | -2.67[-5.27, -0.17]P+ 1.8% | -2.57[-5.63, +0.20]P+ 3.6% | -1.77[-5.06, +1.51]P+ 14.4% | -0.81[-2.29, +0.82]P+ 15.9% | — | ||||||
| 23TerraMind ❄32.32 | -12.73[-18.05, -7.20]P+ 0.0% | -12.53[-17.85, -7.19]P+ 0.0% | -12.35[-17.33, -7.70]P+ 0.0% | -11.79[-15.43, -8.33]P+ 0.0% | -11.48[-14.63, -8.27]P+ 0.0% | -11.29[-14.66, -8.05]P+ 0.0% | -8.75[-11.97, -5.43]P+ 0.0% | -8.72[-11.35, -6.04]P+ 0.0% | -8.63[-13.25, -3.83]P+ 0.0% | -8.27[-13.06, -3.41]P+ 0.0% | -8.10[-11.02, -5.32]P+ 0.0% | -7.71[-12.63, -2.89]P+ 0.0% | -7.58[-9.65, -5.64]P+ 0.0% | -7.56[-12.53, -3.28]P+ 0.0% | -6.04[-8.12, -4.12]P+ 0.0% | -5.25[-6.87, -3.79]P+ 0.0% | -4.35[-6.91, -2.01]P+ 0.0% | -3.76[-5.89, -2.15]P+ 0.0% | -3.67[-7.24, -0.24]P+ 1.7% | -2.87[-5.75, -0.17]P+ 1.8% | -1.90[-4.27, +0.49]P+ 7.1% | -1.10[-3.71, +1.38]P+ 20.6% | — | |||||
| 24SatlasNet ❄29.18 | -15.87[-22.26, -9.49]P+ 0.0% | -15.67[-20.98, -10.37]P+ 0.0% | -15.49[-20.69, -10.68]P+ 0.0% | -14.93[-18.46, -10.93]P+ 0.0% | -14.63[-19.73, -9.69]P+ 0.0% | -14.43[-19.06, -10.38]P+ 0.0% | -11.89[-16.38, -7.75]P+ 0.0% | -11.87[-15.70, -8.04]P+ 0.0% | -11.77[-17.90, -5.53]P+ 0.0% | -11.41[-17.46, -5.52]P+ 0.0% | -11.24[-15.55, -7.45]P+ 0.0% | -10.85[-17.99, -4.03]P+ 0.0% | -10.72[-14.77, -7.28]P+ 0.0% | -10.70[-15.89, -6.02]P+ 0.0% | -9.18[-13.83, -4.83]P+ 0.0% | -8.39[-11.51, -5.28]P+ 0.0% | -7.49[-10.48, -4.77]P+ 0.0% | -6.91[-10.01, -4.42]P+ 0.0% | -6.81[-9.62, -4.28]P+ 0.0% | -6.01[-10.88, -1.97]P+ 0.2% | -5.05[-9.15, -1.07]P+ 0.5% | -4.24[-7.88, -0.32]P+ 1.7% | -3.14[-6.74, +0.38]P+ 4.0% | — | ||||
| 25CROMA ❄29.13 | -15.92[-22.11, -9.44]P+ 0.0% | -15.72[-21.35, -9.87]P+ 0.0% | -15.54[-20.55, -10.32]P+ 0.0% | -14.98[-18.86, -10.83]P+ 0.0% | -14.68[-19.31, -10.21]P+ 0.0% | -14.48[-18.03, -10.57]P+ 0.0% | -11.94[-16.04, -7.82]P+ 0.0% | -11.92[-15.75, -8.09]P+ 0.0% | -11.82[-17.43, -5.94]P+ 0.0% | -11.46[-17.17, -5.64]P+ 0.0% | -11.29[-14.16, -8.03]P+ 0.0% | -10.90[-16.98, -5.09]P+ 0.0% | -10.77[-13.24, -8.30]P+ 0.0% | -10.75[-15.39, -6.13]P+ 0.0% | -9.23[-12.59, -6.15]P+ 0.0% | -8.44[-11.23, -5.77]P+ 0.0% | -7.54[-10.52, -4.70]P+ 0.0% | -6.96[-8.94, -4.95]P+ 0.0% | -6.86[-10.00, -3.71]P+ 0.0% | -6.06[-8.70, -3.71]P+ 0.0% | -5.10[-8.34, -1.72]P+ 0.1% | -4.29[-7.62, -0.95]P+ 0.5% | -3.19[-5.39, -1.20]P+ 0.0% | -0.05[-3.15, +3.67]P+ 46.7% | — | |||
| 26Prithvi ❄26.40 | -18.66[-23.05, -14.01]P+ 0.0% | -18.46[-23.13, -13.69]P+ 0.0% | -18.28[-23.66, -13.03]P+ 0.0% | -17.71[-22.57, -12.57]P+ 0.0% | -17.41[-21.61, -13.05]P+ 0.0% | -17.22[-21.30, -12.93]P+ 0.0% | -14.68[-17.90, -11.36]P+ 0.0% | -14.65[-18.24, -10.82]P+ 0.0% | -14.55[-18.32, -10.49]P+ 0.0% | -14.20[-18.30, -9.79]P+ 0.0% | -14.02[-17.92, -9.95]P+ 0.0% | -13.64[-18.29, -9.50]P+ 0.0% | -13.50[-16.75, -10.28]P+ 0.0% | -13.48[-19.76, -7.44]P+ 0.0% | -11.96[-15.49, -8.53]P+ 0.0% | -11.17[-14.62, -7.61]P+ 0.0% | -10.28[-14.09, -6.43]P+ 0.0% | -9.69[-13.61, -5.70]P+ 0.0% | -9.60[-13.38, -6.06]P+ 0.0% | -8.79[-12.68, -4.77]P+ 0.0% | -7.83[-10.26, -5.12]P+ 0.0% | -7.02[-10.05, -3.59]P+ 0.0% | -5.93[-9.48, -2.24]P+ 0.1% | -2.78[-6.86, +1.19]P+ 8.9% | -2.73[-6.31, +0.66]P+ 7.6% | — | ||
| 27AnySat24.50 | -20.56[-26.21, -14.73]P+ 0.0% | -20.36[-26.69, -14.23]P+ 0.0% | -20.18[-26.50, -14.05]P+ 0.0% | -19.61[-25.57, -13.90]P+ 0.0% | -19.31[-23.81, -14.66]P+ 0.0% | -19.12[-24.06, -14.05]P+ 0.0% | -16.58[-21.07, -12.15]P+ 0.0% | -16.55[-20.92, -12.26]P+ 0.0% | -16.45[-21.34, -11.36]P+ 0.0% | -16.10[-21.28, -10.64]P+ 0.0% | -15.92[-20.74, -11.13]P+ 0.0% | -15.54[-20.11, -10.90]P+ 0.0% | -15.40[-19.21, -11.70]P+ 0.0% | -15.38[-22.30, -9.05]P+ 0.0% | -13.86[-17.45, -10.35]P+ 0.0% | -13.07[-17.10, -9.33]P+ 0.0% | -12.17[-17.11, -7.88]P+ 0.0% | -11.59[-15.89, -7.63]P+ 0.0% | -11.50[-16.84, -6.54]P+ 0.0% | -10.69[-15.17, -6.52]P+ 0.0% | -9.73[-13.04, -6.39]P+ 0.0% | -8.92[-13.21, -4.94]P+ 0.0% | -7.82[-11.33, -4.54]P+ 0.0% | -4.68[-9.95, +0.29]P+ 3.3% | -4.63[-8.24, -1.37]P+ 0.1% | -1.90[-4.83, +0.90]P+ 9.9% | — | |
| 28AnySat ❄21.00 | -24.05[-30.33, -17.68]P+ 0.0% | -23.85[-30.39, -17.35]P+ 0.0% | -23.67[-29.99, -17.52]P+ 0.0% | -23.11[-28.82, -17.64]P+ 0.0% | -22.81[-27.66, -18.04]P+ 0.0% | -22.61[-27.49, -17.74]P+ 0.0% | -20.08[-24.81, -15.53]P+ 0.0% | -20.05[-24.59, -15.65]P+ 0.0% | -19.95[-25.39, -14.37]P+ 0.0% | -19.59[-25.38, -13.69]P+ 0.0% | -19.42[-23.84, -15.03]P+ 0.0% | -19.03[-24.36, -13.87]P+ 0.0% | -18.90[-22.54, -15.54]P+ 0.0% | -18.88[-25.48, -12.81]P+ 0.0% | -17.36[-20.96, -14.05]P+ 0.0% | -16.57[-20.42, -13.07]P+ 0.0% | -15.67[-20.41, -11.61]P+ 0.0% | -15.09[-18.96, -11.60]P+ 0.0% | -14.99[-19.98, -10.47]P+ 0.0% | -14.19[-18.05, -10.63]P+ 0.0% | -13.23[-16.74, -9.82]P+ 0.0% | -12.42[-16.82, -8.56]P+ 0.0% | -11.32[-14.24, -8.58]P+ 0.0% | -8.18[-13.17, -3.49]P+ 0.0% | -8.13[-10.89, -5.64]P+ 0.0% | -5.40[-8.67, -2.26]P+ 0.0% | -3.50[-5.05, -1.82]P+ 0.0% | — |
28 model/regime combinations
378 pairwise comparisons
260 pointwise intervals exclude zero
| Rank · model/regime mean | 1DOFA | 2DINOv2 | 3Panopticon | 4ResNet50 | 5Panopticon ❄ | 6ViT-B | 7TerraFM | 8TerraMind | 9χViT | 10SatlasNet | 11DINOv2 ❄ | 12DOFA ❄ | 13TerraFM ❄ | 14iBOT | 15DINOv3 | 16χViT ❄ | 17Prithvi | 18ViT-B ❄ | 19ResNet50 ❄ | 20CROMA | 21TerraMind ❄ | 22iBOT ❄ | 23CROMA ❄ | 24DINOv3 ❄ | 25AnySat | 26SatlasNet ❄ | 27Prithvi ❄ | 28AnySat ❄ |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 1DOFA61.30 | — | |||||||||||||||||||||||||||
| 2DINOv260.99 | -0.31[-2.71, +2.12]P+ 39.5% | — | ||||||||||||||||||||||||||
| 3Panopticon60.02 | -1.28[-4.48, +1.27]P+ 19.8% | -0.97[-5.52, +3.25]P+ 34.1% | — | |||||||||||||||||||||||||
| 4ResNet5059.49 | -1.81[-3.86, +0.47]P+ 5.9% | -1.49[-4.64, +1.78]P+ 19.0% | -0.53[-3.98, +3.14]P+ 37.1% | — | ||||||||||||||||||||||||
| 5Panopticon ❄59.42 | -1.88[-4.31, +0.43]P+ 5.8% | -1.57[-5.35, +1.89]P+ 20.7% | -0.60[-3.95, +2.95]P+ 36.6% | -0.07[-2.93, +2.99]P+ 46.9% | — | |||||||||||||||||||||||
| 6ViT-B59.00 | -2.30[-4.76, -0.13]P+ 2.0% | -1.99[-4.58, +0.39]P+ 5.6% | -1.02[-4.36, +2.22]P+ 25.8% | -0.49[-3.40, +2.17]P+ 37.3% | -0.42[-4.06, +2.73]P+ 42.2% | — | ||||||||||||||||||||||
| 7TerraFM58.55 | -2.75[-6.37, +0.57]P+ 5.2% | -2.44[-7.41, +1.75]P+ 15.3% | -1.48[-5.52, +2.72]P+ 25.4% | -0.95[-3.46, +1.32]P+ 21.7% | -0.88[-3.89, +2.07]P+ 29.1% | -0.45[-4.32, +3.45]P+ 40.9% | — | |||||||||||||||||||||
| 8TerraMind58.37 | -2.93[-6.10, +0.31]P+ 3.8% | -2.62[-5.18, +0.01]P+ 2.5% | -1.65[-6.78, +3.43]P+ 27.1% | -1.12[-3.83, +1.59]P+ 21.3% | -1.05[-5.10, +2.85]P+ 30.7% | -0.63[-3.48, +2.50]P+ 33.5% | -0.18[-3.50, +3.96]P+ 43.7% | — | ||||||||||||||||||||
| 9χViT57.49 | -3.81[-6.84, -1.13]P+ 0.1% | -3.50[-7.39, +0.20]P+ 3.3% | -2.53[-6.11, +0.76]P+ 10.2% | -2.00[-4.06, +0.19]P+ 3.5% | -1.93[-4.66, +0.60]P+ 7.3% | -1.51[-4.80, +2.33]P+ 18.6% | -1.06[-3.52, +1.70]P+ 21.0% | -0.88[-4.58, +3.08]P+ 31.9% | — | |||||||||||||||||||
| 10SatlasNet56.88 | -4.42[-8.83, +0.08]P+ 2.8% | -4.11[-10.02, +1.45]P+ 8.3% | -3.14[-8.04, +2.26]P+ 13.0% | -2.61[-5.92, +0.76]P+ 6.5% | -2.54[-6.57, +2.24]P+ 13.8% | -2.12[-6.99, +3.16]P+ 21.0% | -1.67[-3.85, +1.04]P+ 10.3% | -1.49[-6.64, +3.56]P+ 29.2% | -0.61[-4.42, +3.38]P+ 37.7% | — | ||||||||||||||||||
| 11DINOv2 ❄56.05 | -5.25[-7.42, -3.14]P+ 0.0% | -4.94[-7.10, -2.96]P+ 0.0% | -3.97[-7.69, -0.16]P+ 2.0% | -3.45[-6.47, -0.63]P+ 0.6% | -3.38[-5.53, -0.88]P+ 0.5% | -2.95[-5.46, -0.33]P+ 1.4% | -2.50[-6.36, +1.69]P+ 11.4% | -2.32[-4.81, +0.46]P+ 4.8% | -1.44[-4.72, +1.96]P+ 19.6% | -0.83[-6.64, +4.47]P+ 39.6% | — | |||||||||||||||||
| 12DOFA ❄55.44 | -5.86[-9.47, -2.37]P+ 0.0% | -5.55[-9.97, -1.19]P+ 0.6% | -4.58[-9.46, +0.72]P+ 4.9% | -4.05[-7.41, -0.60]P+ 1.0% | -3.98[-5.91, -1.89]P+ 0.0% | -3.56[-7.85, +1.44]P+ 7.6% | -3.11[-6.29, -0.15]P+ 1.9% | -2.93[-6.64, +1.13]P+ 7.4% | -2.05[-5.29, +1.14]P+ 10.7% | -1.44[-6.56, +2.57]P+ 29.4% | -0.61[-3.61, +2.61]P+ 35.0% | — | ||||||||||||||||
| 13TerraFM ❄55.41 | -5.89[-9.41, -2.56]P+ 0.0% | -5.58[-10.16, -1.41]P+ 0.3% | -4.61[-9.23, +0.20]P+ 3.3% | -4.09[-6.79, -1.28]P+ 0.2% | -4.01[-6.42, -1.70]P+ 0.0% | -3.59[-7.67, +0.82]P+ 5.5% | -3.14[-5.12, -1.20]P+ 0.1% | -2.96[-6.63, +0.49]P+ 4.6% | -2.08[-4.79, +0.64]P+ 6.6% | -1.47[-5.61, +1.83]P+ 24.2% | -0.64[-4.03, +2.66]P+ 36.5% | -0.03[-1.64, +1.54]P+ 49.1% | — | |||||||||||||||
| 14iBOT55.02 | -6.28[-9.71, -3.76]P+ 0.0% | -5.97[-9.24, -3.05]P+ 0.0% | -5.00[-8.83, -1.89]P+ 0.1% | -4.47[-8.32, -1.28]P+ 0.0% | -4.40[-8.92, -0.67]P+ 0.8% | -3.98[-5.49, -2.49]P+ 0.0% | -3.52[-8.25, +0.74]P+ 5.7% | -3.35[-7.22, +0.26]P+ 3.7% | -2.47[-7.36, +1.61]P+ 11.6% | -1.86[-7.45, +3.00]P+ 25.3% | -1.02[-4.53, +2.29]P+ 27.6% | -0.42[-6.41, +4.68]P+ 46.3% | -0.38[-5.78, +4.35]P+ 45.8% | — | ||||||||||||||
| 15DINOv353.66 | -7.64[-9.94, -5.64]P+ 0.0% | -7.33[-9.75, -4.98]P+ 0.0% | -6.36[-9.11, -3.57]P+ 0.0% | -5.83[-9.07, -2.75]P+ 0.0% | -5.76[-9.38, -2.27]P+ 0.0% | -5.34[-7.06, -3.94]P+ 0.0% | -4.89[-9.20, -0.51]P+ 1.4% | -4.71[-8.30, -1.10]P+ 0.3% | -3.83[-7.69, +0.01]P+ 2.5% | -3.22[-8.55, +1.96]P+ 12.2% | -2.39[-4.95, +0.43]P+ 4.7% | -1.78[-6.92, +3.10]P+ 25.2% | -1.75[-6.49, +2.95]P+ 24.7% | -1.36[-2.83, +0.27]P+ 4.4% | — | |||||||||||||
| 16χViT ❄53.41 | -7.89[-11.28, -4.39]P+ 0.0% | -7.58[-11.73, -3.33]P+ 0.0% | -6.61[-11.45, -1.75]P+ 0.0% | -6.08[-9.16, -3.06]P+ 0.0% | -6.01[-8.57, -3.32]P+ 0.0% | -5.59[-9.70, -1.02]P+ 0.9% | -5.13[-7.92, -2.48]P+ 0.0% | -4.96[-8.59, -1.05]P+ 0.8% | -4.08[-6.54, -1.64]P+ 0.0% | -3.47[-8.70, +0.15]P+ 3.6% | -2.63[-6.08, +0.90]P+ 7.7% | -2.03[-3.73, +0.16]P+ 3.4% | -2.00[-3.84, -0.02]P+ 2.4% | -1.61[-6.74, +4.12]P+ 27.8% | -0.25[-5.12, +4.71]P+ 46.1% | — | ||||||||||||
| 17Prithvi53.29 | -8.01[-11.94, -4.59]P+ 0.0% | -7.70[-10.37, -5.29]P+ 0.0% | -6.73[-12.20, -1.50]P+ 0.5% | -6.21[-10.71, -2.08]P+ 0.0% | -6.13[-11.58, -1.25]P+ 0.5% | -5.71[-9.24, -2.80]P+ 0.0% | -5.26[-10.64, +0.15]P+ 2.9% | -5.08[-8.18, -2.35]P+ 0.0% | -4.20[-9.90, +0.92]P+ 6.0% | -3.59[-9.71, +2.78]P+ 13.9% | -2.76[-6.55, +0.49]P+ 5.6% | -2.15[-8.20, +3.35]P+ 23.9% | -2.12[-7.76, +3.26]P+ 22.6% | -1.74[-4.97, +1.30]P+ 13.7% | -0.37[-3.58, +2.59]P+ 42.1% | -0.12[-6.25, +5.31]P+ 49.4% | — | |||||||||||
| 18ViT-B ❄52.08 | -9.22[-12.87, -5.43]P+ 0.0% | -8.91[-13.10, -4.96]P+ 0.0% | -7.94[-13.15, -2.75]P+ 0.0% | -7.41[-10.62, -4.08]P+ 0.0% | -7.34[-9.80, -4.71]P+ 0.0% | -6.92[-11.09, -2.52]P+ 0.1% | -6.47[-9.63, -3.51]P+ 0.0% | -6.29[-9.32, -3.13]P+ 0.0% | -5.41[-8.85, -2.11]P+ 0.0% | -4.80[-9.92, -0.51]P+ 1.0% | -3.97[-6.77, -1.23]P+ 0.0% | -3.36[-4.76, -1.80]P+ 0.0% | -3.33[-4.93, -1.64]P+ 0.0% | -2.94[-7.81, +2.30]P+ 13.5% | -1.58[-6.36, +3.18]P+ 27.6% | -1.33[-3.73, +0.79]P+ 12.5% | -1.21[-6.25, +4.12]P+ 32.3% | — | ||||||||||
| 19ResNet50 ❄50.05 | -11.25[-15.96, -7.44]P+ 0.0% | -10.94[-17.36, -6.08]P+ 0.0% | -9.97[-14.15, -6.09]P+ 0.0% | -9.44[-13.62, -6.08]P+ 0.0% | -9.37[-12.90, -6.04]P+ 0.0% | -8.95[-13.91, -4.75]P+ 0.0% | -8.50[-11.36, -5.92]P+ 0.0% | -8.32[-13.97, -3.75]P+ 0.0% | -7.44[-11.56, -3.65]P+ 0.0% | -6.83[-10.43, -3.48]P+ 0.0% | -6.00[-11.22, -1.92]P+ 0.0% | -5.39[-9.53, -1.29]P+ 0.4% | -5.36[-8.69, -2.12]P+ 0.0% | -4.97[-9.99, -0.29]P+ 1.9% | -3.61[-8.81, +0.74]P+ 6.0% | -3.36[-7.96, +1.28]P+ 7.9% | -3.24[-9.88, +2.61]P+ 16.6% | -2.03[-6.22, +2.02]P+ 17.4% | — | |||||||||
| 20CROMA49.86 | -11.44[-17.63, -6.38]P+ 0.0% | -11.13[-18.33, -5.43]P+ 0.0% | -10.16[-16.33, -4.60]P+ 0.0% | -9.63[-14.86, -4.88]P+ 0.0% | -9.56[-14.80, -4.84]P+ 0.0% | -9.14[-15.46, -3.49]P+ 0.0% | -8.69[-12.21, -5.20]P+ 0.0% | -8.51[-14.91, -3.00]P+ 0.1% | -7.63[-12.49, -2.99]P+ 0.0% | -7.02[-11.16, -2.93]P+ 0.0% | -6.19[-12.60, -0.60]P+ 1.3% | -5.58[-10.68, -0.53]P+ 1.5% | -5.55[-9.51, -1.48]P+ 0.3% | -5.16[-11.53, +0.86]P+ 4.8% | -3.80[-10.36, +1.88]P+ 11.4% | -3.55[-8.67, +1.45]P+ 8.7% | -3.43[-10.78, +2.97]P+ 17.7% | -2.22[-7.17, +2.79]P+ 19.1% | -0.19[-4.08, +3.04]P+ 48.3% | — | ||||||||
| 21TerraMind ❄48.53 | -12.77[-16.20, -9.17]P+ 0.0% | -12.46[-16.92, -8.41]P+ 0.0% | -11.49[-16.26, -6.65]P+ 0.0% | -10.96[-13.81, -7.76]P+ 0.0% | -10.89[-13.28, -8.44]P+ 0.0% | -10.47[-14.46, -6.19]P+ 0.0% | -10.02[-12.60, -7.52]P+ 0.0% | -9.84[-13.41, -6.40]P+ 0.0% | -8.96[-12.00, -5.93]P+ 0.0% | -8.35[-12.44, -4.67]P+ 0.0% | -7.52[-10.82, -4.28]P+ 0.0% | -6.91[-9.14, -4.99]P+ 0.0% | -6.88[-8.69, -5.34]P+ 0.0% | -6.49[-10.91, -1.54]P+ 0.5% | -5.13[-9.59, -0.58]P+ 1.0% | -4.88[-7.54, -2.51]P+ 0.0% | -4.76[-9.86, +0.61]P+ 4.1% | -3.55[-5.17, -1.99]P+ 0.0% | -1.52[-5.10, +2.19]P+ 21.2% | -1.33[-5.37, +2.95]P+ 26.4% | — | |||||||
| 22iBOT ❄47.31 | -13.99[-17.33, -10.78]P+ 0.0% | -13.68[-17.73, -10.05]P+ 0.0% | -12.71[-16.99, -8.72]P+ 0.0% | -12.18[-15.44, -8.85]P+ 0.0% | -12.11[-15.56, -9.10]P+ 0.0% | -11.69[-14.75, -8.88]P+ 0.0% | -11.24[-14.82, -8.14]P+ 0.0% | -11.06[-14.77, -7.54]P+ 0.0% | -10.18[-14.53, -6.17]P+ 0.0% | -9.57[-13.74, -5.69]P+ 0.0% | -8.74[-12.09, -5.36]P+ 0.0% | -8.13[-12.58, -4.11]P+ 0.0% | -8.10[-11.94, -4.62]P+ 0.0% | -7.71[-10.40, -5.03]P+ 0.0% | -6.35[-9.50, -3.35]P+ 0.0% | -6.10[-10.91, -1.55]P+ 0.3% | -5.98[-10.04, -2.28]P+ 0.0% | -4.77[-8.51, -1.07]P+ 0.5% | -2.74[-5.99, +0.31]P+ 4.1% | -2.55[-7.14, +2.09]P+ 13.8% | -1.22[-4.79, +1.93]P+ 24.9% | — | ||||||
| 23CROMA ❄44.96 | -16.34[-22.88, -10.38]P+ 0.0% | -16.03[-23.90, -9.57]P+ 0.0% | -15.07[-21.82, -8.14]P+ 0.0% | -14.54[-20.21, -9.09]P+ 0.0% | -14.47[-19.40, -9.75]P+ 0.0% | -14.04[-20.99, -7.45]P+ 0.0% | -13.59[-17.45, -9.93]P+ 0.0% | -13.41[-20.16, -8.08]P+ 0.0% | -12.53[-18.20, -7.12]P+ 0.0% | -11.93[-16.19, -7.49]P+ 0.0% | -11.09[-17.55, -5.29]P+ 0.0% | -10.48[-14.92, -6.48]P+ 0.0% | -10.45[-14.30, -6.99]P+ 0.0% | -10.07[-17.22, -3.02]P+ 0.2% | -8.70[-16.08, -1.80]P+ 0.2% | -8.46[-13.58, -3.74]P+ 0.0% | -8.33[-16.48, -1.25]P+ 0.6% | -7.13[-11.73, -3.53]P+ 0.0% | -5.09[-8.35, -1.39]P+ 0.2% | -4.90[-8.71, -1.62]P+ 0.2% | -3.57[-7.64, -0.18]P+ 1.7% | -2.35[-7.17, +2.48]P+ 17.7% | — | |||||
| 24DINOv3 ❄43.59 | -17.71[-22.11, -13.35]P+ 0.0% | -17.40[-22.56, -12.92]P+ 0.0% | -16.43[-21.88, -10.88]P+ 0.0% | -15.90[-19.90, -11.40]P+ 0.0% | -15.83[-19.56, -12.30]P+ 0.0% | -15.41[-19.91, -10.91]P+ 0.0% | -14.96[-18.49, -11.72]P+ 0.0% | -14.78[-19.25, -10.68]P+ 0.0% | -13.90[-18.68, -9.05]P+ 0.0% | -13.29[-17.26, -9.10]P+ 0.0% | -12.46[-16.73, -8.29]P+ 0.0% | -11.85[-15.86, -8.01]P+ 0.0% | -11.82[-15.35, -8.60]P+ 0.0% | -11.43[-15.80, -6.88]P+ 0.0% | -10.07[-14.81, -5.41]P+ 0.0% | -9.82[-14.51, -5.40]P+ 0.0% | -9.70[-14.99, -5.17]P+ 0.0% | -8.49[-11.91, -5.06]P+ 0.0% | -6.46[-9.90, -3.27]P+ 0.0% | -6.27[-10.74, -2.30]P+ 0.1% | -4.94[-8.28, -1.96]P+ 0.0% | -3.72[-5.69, -1.61]P+ 0.0% | -1.36[-4.90, +2.05]P+ 22.8% | — | ||||
| 25AnySat43.58 | -17.72[-24.33, -11.14]P+ 0.0% | -17.41[-23.98, -10.79]P+ 0.0% | -16.44[-23.47, -9.68]P+ 0.0% | -15.91[-22.54, -9.19]P+ 0.0% | -15.84[-23.08, -9.09]P+ 0.0% | -15.42[-21.27, -9.40]P+ 0.0% | -14.96[-21.49, -9.05]P+ 0.0% | -14.79[-21.07, -8.39]P+ 0.0% | -13.91[-21.41, -6.66]P+ 0.0% | -13.30[-19.84, -7.00]P+ 0.0% | -12.47[-19.25, -5.52]P+ 0.0% | -11.86[-19.88, -4.35]P+ 0.1% | -11.83[-19.07, -5.10]P+ 0.0% | -11.44[-16.56, -6.14]P+ 0.0% | -10.08[-15.77, -4.22]P+ 0.0% | -9.83[-17.90, -2.19]P+ 0.4% | -9.71[-14.97, -4.49]P+ 0.0% | -8.50[-15.67, -1.43]P+ 0.9% | -6.47[-12.90, -0.97]P+ 0.7% | -6.28[-12.56, -1.07]P+ 0.6% | -4.95[-11.91, +1.54]P+ 7.1% | -3.73[-8.09, +0.71]P+ 5.1% | -1.37[-8.58, +5.06]P+ 35.9% | -0.01[-4.58, +4.47]P+ 50.0% | — | |||
| 26SatlasNet ❄39.05 | -22.25[-31.16, -14.41]P+ 0.0% | -21.93[-32.02, -13.14]P+ 0.0% | -20.97[-29.97, -12.62]P+ 0.0% | -20.44[-28.45, -13.65]P+ 0.0% | -20.37[-27.51, -13.52]P+ 0.0% | -19.94[-29.24, -11.73]P+ 0.0% | -19.49[-26.69, -13.68]P+ 0.0% | -19.32[-27.99, -11.92]P+ 0.0% | -18.44[-26.70, -11.34]P+ 0.0% | -17.83[-25.18, -11.89]P+ 0.0% | -16.99[-25.40, -9.40]P+ 0.0% | -16.38[-22.89, -10.14]P+ 0.0% | -16.35[-22.89, -10.46]P+ 0.0% | -15.97[-25.40, -7.36]P+ 0.0% | -14.61[-24.26, -5.99]P+ 0.0% | -14.36[-22.31, -7.15]P+ 0.0% | -14.23[-24.59, -5.00]P+ 0.0% | -13.03[-19.46, -7.16]P+ 0.0% | -11.00[-16.79, -5.70]P+ 0.0% | -10.81[-18.12, -4.94]P+ 0.0% | -9.48[-15.89, -3.77]P+ 0.0% | -8.25[-15.35, -1.60]P+ 0.6% | -5.90[-10.74, -1.91]P+ 0.0% | -4.54[-10.94, +1.59]P+ 7.8% | -4.53[-14.17, +4.86]P+ 17.8% | — | ||
| 27Prithvi ❄33.85 | -27.45[-33.55, -21.22]P+ 0.0% | -27.14[-34.35, -20.41]P+ 0.0% | -26.17[-32.61, -19.49]P+ 0.0% | -25.64[-31.70, -19.24]P+ 0.0% | -25.57[-30.83, -19.24]P+ 0.0% | -25.15[-31.39, -18.98]P+ 0.0% | -24.70[-30.27, -19.05]P+ 0.0% | -24.52[-30.78, -18.84]P+ 0.0% | -23.64[-30.41, -16.60]P+ 0.0% | -23.03[-28.85, -16.82]P+ 0.0% | -22.20[-28.22, -16.23]P+ 0.0% | -21.59[-27.53, -15.51]P+ 0.0% | -21.56[-27.22, -15.66]P+ 0.0% | -21.17[-27.15, -15.12]P+ 0.0% | -19.81[-26.07, -13.54]P+ 0.0% | -19.56[-26.48, -12.34]P+ 0.0% | -19.44[-26.18, -13.63]P+ 0.0% | -18.23[-23.68, -12.68]P+ 0.0% | -16.20[-20.77, -11.41]P+ 0.0% | -16.01[-21.56, -10.49]P+ 0.0% | -14.68[-19.78, -9.47]P+ 0.0% | -13.46[-17.40, -9.05]P+ 0.0% | -11.11[-15.86, -6.49]P+ 0.0% | -9.74[-13.33, -5.47]P+ 0.0% | -9.73[-15.19, -4.35]P+ 0.0% | -5.21[-10.73, +0.33]P+ 3.3% | — | |
| 28AnySat ❄33.76 | -27.54[-34.12, -21.00]P+ 0.0% | -27.23[-34.05, -20.51]P+ 0.0% | -26.26[-33.46, -19.38]P+ 0.0% | -25.73[-32.00, -19.26]P+ 0.0% | -25.66[-31.95, -19.54]P+ 0.0% | -25.24[-31.26, -19.38]P+ 0.0% | -24.78[-30.78, -19.22]P+ 0.0% | -24.61[-30.72, -18.59]P+ 0.0% | -23.73[-30.89, -16.81]P+ 0.0% | -23.12[-29.03, -17.07]P+ 0.0% | -22.28[-28.70, -15.78]P+ 0.0% | -21.68[-28.47, -15.08]P+ 0.0% | -21.65[-27.88, -15.67]P+ 0.0% | -21.26[-26.66, -15.92]P+ 0.0% | -19.90[-25.97, -13.87]P+ 0.0% | -19.65[-27.06, -12.47]P+ 0.0% | -19.53[-25.61, -13.95]P+ 0.0% | -18.32[-24.27, -12.31]P+ 0.0% | -16.29[-21.83, -11.74]P+ 0.0% | -16.10[-21.88, -11.34]P+ 0.0% | -14.77[-20.33, -9.11]P+ 0.0% | -13.55[-17.12, -9.88]P+ 0.0% | -11.19[-16.80, -6.18]P+ 0.0% | -9.83[-13.06, -6.22]P+ 0.0% | -9.82[-13.69, -6.53]P+ 0.0% | -5.29[-12.50, +1.63]P+ 7.0% | -0.09[-3.86, +3.30]P+ 49.6% | — |
28 model/regime combinations
378 pairwise comparisons
194 pointwise intervals exclude zero
| Rank · model/regime mean | 1Panopticon ❄ | 2χViT | 3χViT ❄ | 4DINOv2 ❄ | 5Panopticon | 6ViT-B | 7DINOv2 | 8DINOv3 ❄ | 9ResNet50 | 10DINOv3 | 11TerraFM | 12ViT-B ❄ | 13TerraFM ❄ | 14ResNet50 ❄ | 15iBOT | 16Prithvi | 17TerraMind | 18CROMA ❄ | 19TerraMind ❄ | 20CROMA | 21Prithvi ❄ | 22iBOT ❄ | 23SatlasNet | 24SatlasNet ❄ | 25DOFA ❄ | 26AnySat | 27AnySat ❄ | 28DOFA |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 1Panopticon ❄22.60 | — | |||||||||||||||||||||||||||
| 2χViT22.49 | -0.11[-4.69, +5.03]P+ 46.6% | — | ||||||||||||||||||||||||||
| 3χViT ❄21.88 | -0.72[-5.18, +4.15]P+ 37.2% | -0.61[-4.22, +3.33]P+ 37.2% | — | |||||||||||||||||||||||||
| 4DINOv2 ❄21.52 | -1.08[-4.09, +1.75]P+ 25.7% | -0.97[-4.81, +2.35]P+ 31.1% | -0.36[-5.27, +4.25]P+ 44.8% | — | ||||||||||||||||||||||||
| 5Panopticon21.00 | -1.60[-4.58, +1.39]P+ 15.4% | -1.49[-5.10, +1.57]P+ 19.0% | -0.88[-6.18, +3.77]P+ 37.7% | -0.52[-2.35, +1.14]P+ 28.6% | — | |||||||||||||||||||||||
| 6ViT-B20.60 | -2.00[-7.42, +3.37]P+ 24.7% | -1.89[-7.54, +3.21]P+ 25.8% | -1.28[-9.17, +6.02]P+ 37.9% | -0.92[-4.16, +2.15]P+ 29.3% | -0.40[-4.10, +2.98]P+ 43.2% | — | ||||||||||||||||||||||
| 7DINOv219.21 | -3.39[-7.55, +0.81]P+ 6.4% | -3.28[-7.39, +0.08]P+ 2.9% | -2.67[-9.14, +3.05]P+ 19.3% | -2.31[-4.47, -0.41]P+ 0.5% | -1.79[-4.00, +0.13]P+ 3.6% | -1.39[-3.66, +1.02]P+ 13.5% | — | |||||||||||||||||||||
| 8DINOv3 ❄17.76 | -4.84[-6.74, -3.21]P+ 0.0% | -4.73[-10.05, -0.13]P+ 2.2% | -4.12[-9.71, +0.73]P+ 5.2% | -3.76[-6.45, -1.12]P+ 0.0% | -3.24[-6.36, -0.49]P+ 1.0% | -2.84[-7.35, +1.74]P+ 17.6% | -1.45[-5.10, +2.21]P+ 23.6% | — | ||||||||||||||||||||
| 9ResNet5017.74 | -4.86[-8.42, -1.67]P+ 0.0% | -4.75[-8.81, -1.43]P+ 0.1% | -4.14[-9.01, -0.37]P+ 1.2% | -3.78[-6.41, -1.40]P+ 0.1% | -3.26[-6.52, -0.00]P+ 2.5% | -2.86[-7.37, +1.69]P+ 12.2% | -1.47[-4.47, +1.81]P+ 18.3% | -0.02[-2.90, +2.61]P+ 50.5% | — | |||||||||||||||||||
| 10DINOv317.65 | -4.95[-8.48, -1.47]P+ 0.1% | -4.84[-8.71, -1.78]P+ 0.0% | -4.23[-9.98, +0.84]P+ 5.6% | -3.87[-5.60, -2.19]P+ 0.0% | -3.35[-5.28, -1.56]P+ 0.0% | -2.95[-5.90, -0.02]P+ 2.4% | -1.56[-2.91, -0.16]P+ 1.4% | -0.11[-2.86, +2.60]P+ 47.1% | -0.09[-2.57, +2.08]P+ 48.3% | — | ||||||||||||||||||
| 11TerraFM17.56 | -5.04[-9.40, -0.88]P+ 0.7% | -4.93[-8.55, -2.09]P+ 0.0% | -4.33[-9.81, +0.54]P+ 4.6% | -3.96[-6.54, -1.55]P+ 0.0% | -3.44[-6.23, -1.01]P+ 0.1% | -3.04[-6.90, +0.72]P+ 6.2% | -1.66[-3.91, +0.37]P+ 5.6% | -0.20[-3.70, +3.21]P+ 45.7% | -0.18[-2.65, +2.00]P+ 45.2% | -0.09[-1.66, +1.30]P+ 46.2% | — | |||||||||||||||||
| 12ViT-B ❄17.49 | -5.10[-8.25, -2.02]P+ 0.0% | -4.99[-10.29, -0.89]P+ 0.5% | -4.39[-10.74, +1.08]P+ 6.6% | -4.02[-6.36, -1.92]P+ 0.0% | -3.51[-6.31, -1.35]P+ 0.0% | -3.11[-6.36, +0.18]P+ 3.8% | -1.72[-4.15, +0.53]P+ 7.2% | -0.26[-2.24, +1.62]P+ 40.0% | -0.24[-2.95, +2.06]P+ 43.7% | -0.16[-1.84, +1.34]P+ 44.0% | -0.06[-2.48, +2.31]P+ 48.0% | — | ||||||||||||||||
| 13TerraFM ❄17.20 | -5.39[-9.63, -1.27]P+ 0.4% | -5.28[-9.02, -1.96]P+ 0.0% | -4.68[-10.22, +0.18]P+ 3.3% | -4.31[-7.75, -0.84]P+ 0.7% | -3.80[-7.20, -0.56]P+ 1.0% | -3.39[-8.35, +1.42]P+ 9.8% | -2.01[-5.17, +1.07]P+ 11.0% | -0.55[-3.98, +2.91]P+ 37.8% | -0.53[-3.05, +1.82]P+ 34.1% | -0.45[-2.82, +1.97]P+ 36.2% | -0.35[-2.05, +1.36]P+ 35.0% | -0.29[-3.10, +2.52]P+ 42.3% | — | |||||||||||||||
| 14ResNet50 ❄17.01 | -5.59[-9.13, -2.11]P+ 0.0% | -5.48[-8.33, -2.86]P+ 0.0% | -4.87[-9.67, -1.11]P+ 0.2% | -4.50[-7.50, -1.42]P+ 0.2% | -3.99[-6.51, -1.52]P+ 0.1% | -3.59[-8.35, +1.20]P+ 8.4% | -2.20[-5.09, +0.87]P+ 8.2% | -0.75[-4.18, +2.83]P+ 33.8% | -0.72[-3.12, +1.69]P+ 27.3% | -0.64[-3.20, +1.92]P+ 31.9% | -0.54[-2.90, +2.18]P+ 33.4% | -0.48[-3.56, +2.89]P+ 37.9% | -0.19[-2.28, +2.26]P+ 41.3% | — | ||||||||||||||
| 15iBOT16.94 | -5.65[-9.67, -1.77]P+ 0.1% | -5.54[-10.30, -2.17]P+ 0.0% | -4.94[-11.36, +0.50]P+ 4.0% | -4.57[-6.86, -2.49]P+ 0.0% | -4.05[-6.43, -1.98]P+ 0.0% | -3.65[-6.52, -0.93]P+ 0.1% | -2.27[-4.11, -0.81]P+ 0.1% | -0.81[-3.95, +2.26]P+ 31.5% | -0.79[-4.11, +1.89]P+ 30.7% | -0.70[-2.31, +0.35]P+ 12.2% | -0.61[-2.58, +1.11]P+ 25.1% | -0.55[-2.21, +1.21]P+ 26.1% | -0.26[-3.02, +2.43]P+ 42.7% | -0.07[-3.36, +2.82]P+ 49.3% | — | |||||||||||||
| 16Prithvi16.52 | -6.07[-10.58, -1.80]P+ 0.1% | -5.96[-11.42, -2.31]P+ 0.0% | -5.36[-11.44, -0.22]P+ 1.9% | -4.99[-8.27, -2.23]P+ 0.0% | -4.48[-8.44, -0.97]P+ 0.4% | -4.08[-8.25, -0.03]P+ 2.4% | -2.69[-5.74, +0.27]P+ 3.8% | -1.23[-5.00, +2.19]P+ 26.9% | -1.21[-3.86, +1.00]P+ 15.9% | -1.13[-3.81, +1.33]P+ 20.6% | -1.03[-3.73, +1.37]P+ 21.3% | -0.97[-3.72, +1.36]P+ 24.6% | -0.68[-3.73, +2.44]P+ 33.2% | -0.49[-4.19, +2.90]P+ 40.7% | -0.42[-2.92, +2.01]P+ 37.4% | — | ||||||||||||
| 17TerraMind16.01 | -6.58[-9.99, -3.56]P+ 0.0% | -6.47[-11.36, -2.80]P+ 0.0% | -5.87[-11.46, -1.20]P+ 0.1% | -5.50[-8.17, -3.10]P+ 0.0% | -4.99[-7.73, -2.52]P+ 0.0% | -4.59[-8.72, -0.41]P+ 1.1% | -3.20[-5.93, -0.28]P+ 1.6% | -1.74[-4.40, +0.47]P+ 7.0% | -1.72[-4.61, +0.07]P+ 3.1% | -1.64[-3.87, +0.54]P+ 6.9% | -1.54[-3.87, +0.75]P+ 9.2% | -1.48[-3.30, +0.31]P+ 5.1% | -1.19[-3.70, +1.41]P+ 16.5% | -1.00[-4.06, +1.31]P+ 24.5% | -0.93[-3.00, +1.16]P+ 19.9% | -0.51[-2.67, +1.71]P+ 32.2% | — | |||||||||||
| 18CROMA ❄15.68 | -6.92[-10.39, -3.68]P+ 0.0% | -6.81[-11.71, -2.70]P+ 0.0% | -6.20[-11.56, -1.52]P+ 0.2% | -5.84[-9.34, -2.33]P+ 0.0% | -5.32[-9.03, -1.78]P+ 0.1% | -4.92[-10.26, +0.39]P+ 4.0% | -3.53[-7.34, +0.29]P+ 3.7% | -2.08[-4.83, +0.26]P+ 4.7% | -2.06[-4.65, +0.18]P+ 3.6% | -1.97[-4.81, +0.89]P+ 9.9% | -1.88[-4.54, +0.82]P+ 9.6% | -1.82[-4.35, +0.60]P+ 7.7% | -1.53[-3.67, +0.70]P+ 8.9% | -1.33[-4.55, +1.66]P+ 20.8% | -1.27[-4.39, +1.88]P+ 23.0% | -0.85[-3.57, +1.81]P+ 28.5% | -0.34[-2.33, +1.39]P+ 38.1% | — | ||||||||||
| 19TerraMind ❄15.56 | -7.03[-10.80, -3.38]P+ 0.0% | -6.92[-11.74, -2.74]P+ 0.0% | -6.32[-11.83, -1.40]P+ 0.4% | -5.95[-9.81, -2.04]P+ 0.1% | -5.44[-9.27, -1.64]P+ 0.2% | -5.03[-10.71, +0.54]P+ 4.5% | -3.65[-7.57, +0.36]P+ 3.9% | -2.19[-5.45, +0.67]P+ 7.4% | -2.17[-5.30, +0.36]P+ 5.0% | -2.09[-5.19, +0.98]P+ 10.2% | -1.99[-4.73, +0.63]P+ 8.5% | -1.93[-4.94, +0.82]P+ 9.3% | -1.64[-3.56, +0.15]P+ 3.7% | -1.45[-4.78, +1.48]P+ 18.9% | -1.38[-4.73, +1.94]P+ 22.3% | -0.96[-4.16, +2.15]P+ 28.4% | -0.45[-2.97, +1.71]P+ 36.0% | -0.11[-1.15, +0.84]P+ 41.4% | — | |||||||||
| 20CROMA15.26 | -7.34[-10.56, -4.27]P+ 0.0% | -7.23[-12.16, -3.62]P+ 0.0% | -6.62[-12.41, -1.68]P+ 0.1% | -6.26[-9.22, -3.45]P+ 0.0% | -5.74[-8.68, -3.12]P+ 0.0% | -5.34[-9.83, -0.96]P+ 0.2% | -3.95[-6.74, -1.14]P+ 0.1% | -2.50[-5.00, -0.20]P+ 1.6% | -2.48[-5.27, -0.30]P+ 1.2% | -2.39[-4.69, -0.27]P+ 1.1% | -2.30[-4.67, -0.04]P+ 2.3% | -2.24[-4.26, -0.52]P+ 0.2% | -1.95[-4.28, +0.42]P+ 5.1% | -1.76[-4.70, +0.67]P+ 9.7% | -1.69[-4.05, +0.57]P+ 8.3% | -1.27[-3.74, +1.01]P+ 15.1% | -0.76[-2.14, +0.40]P+ 10.2% | -0.42[-1.98, +1.42]P+ 29.3% | -0.31[-2.19, +1.68]P+ 37.0% | — | ||||||||
| 21Prithvi ❄14.96 | -7.63[-11.59, -4.02]P+ 0.0% | -7.52[-13.30, -3.14]P+ 0.0% | -6.92[-13.00, -2.10]P+ 0.0% | -6.55[-9.84, -3.62]P+ 0.0% | -6.04[-9.87, -2.49]P+ 0.0% | -5.64[-10.19, -1.20]P+ 0.3% | -4.25[-7.66, -0.75]P+ 0.9% | -2.79[-5.96, -0.11]P+ 2.0% | -2.77[-5.71, -0.53]P+ 0.8% | -2.69[-5.64, +0.38]P+ 4.2% | -2.59[-5.62, +0.62]P+ 5.3% | -2.53[-5.09, -0.09]P+ 2.1% | -2.24[-5.40, +1.15]P+ 8.9% | -2.05[-5.70, +1.21]P+ 12.0% | -1.98[-4.53, +0.86]P+ 7.8% | -1.56[-3.19, +0.44]P+ 5.2% | -1.05[-2.79, +1.20]P+ 14.0% | -0.71[-3.18, +2.33]P+ 28.4% | -0.60[-3.55, +3.17]P+ 32.1% | -0.29[-2.36, +2.41]P+ 36.6% | — | |||||||
| 22iBOT ❄14.93 | -7.66[-11.22, -4.39]P+ 0.0% | -7.55[-12.55, -3.51]P+ 0.0% | -6.95[-12.42, -2.26]P+ 0.0% | -6.58[-9.87, -3.39]P+ 0.0% | -6.06[-9.76, -2.58]P+ 0.0% | -5.66[-10.67, -0.63]P+ 1.1% | -4.28[-7.85, -0.60]P+ 1.0% | -2.82[-5.53, -0.63]P+ 0.2% | -2.80[-5.17, -0.87]P+ 0.1% | -2.71[-5.34, -0.04]P+ 2.3% | -2.62[-5.24, -0.10]P+ 2.0% | -2.56[-4.83, -0.42]P+ 0.8% | -2.27[-4.57, +0.09]P+ 3.0% | -2.08[-5.39, +1.00]P+ 10.3% | -2.01[-4.97, +0.95]P+ 9.6% | -1.59[-3.92, +0.66]P+ 9.4% | -1.08[-2.82, +0.49]P+ 9.2% | -0.74[-1.48, -0.03]P+ 2.1% | -0.63[-2.01, +0.87]P+ 18.5% | -0.32[-1.91, +1.23]P+ 34.5% | -0.03[-2.76, +2.08]P+ 52.3% | — | ||||||
| 23SatlasNet14.53 | -8.07[-12.01, -4.40]P+ 0.0% | -7.96[-12.57, -4.15]P+ 0.0% | -7.35[-13.17, -2.33]P+ 0.0% | -6.99[-10.56, -3.51]P+ 0.0% | -6.47[-10.01, -3.14]P+ 0.0% | -6.07[-11.19, -1.12]P+ 0.3% | -4.68[-7.99, -1.49]P+ 0.0% | -3.23[-6.56, -0.36]P+ 1.0% | -3.21[-5.73, -1.10]P+ 0.0% | -3.12[-5.59, -0.72]P+ 0.3% | -3.03[-5.19, -0.93]P+ 0.1% | -2.97[-5.57, -0.71]P+ 0.2% | -2.68[-4.35, -1.13]P+ 0.0% | -2.48[-5.25, +0.10]P+ 3.1% | -2.42[-5.30, +0.39]P+ 4.7% | -2.00[-4.78, +0.54]P+ 6.9% | -1.49[-3.86, +0.50]P+ 7.7% | -1.15[-2.64, +0.32]P+ 6.3% | -1.04[-2.48, +0.45]P+ 8.2% | -0.73[-2.39, +0.90]P+ 19.4% | -0.44[-3.93, +2.24]P+ 41.9% | -0.41[-2.08, +1.08]P+ 31.7% | — | |||||
| 24SatlasNet ❄14.41 | -8.18[-12.62, -4.31]P+ 0.0% | -8.07[-12.73, -4.02]P+ 0.0% | -7.47[-12.53, -2.98]P+ 0.0% | -7.10[-11.20, -3.31]P+ 0.0% | -6.59[-10.87, -2.63]P+ 0.0% | -6.19[-12.04, -0.46]P+ 1.5% | -4.80[-8.99, -0.67]P+ 1.1% | -3.34[-7.16, -0.32]P+ 0.8% | -3.32[-5.91, -1.06]P+ 0.1% | -3.24[-6.58, +0.00]P+ 2.5% | -3.14[-5.77, -0.41]P+ 1.2% | -3.08[-6.52, -0.06]P+ 2.2% | -2.79[-4.77, -0.40]P+ 1.2% | -2.60[-5.79, +0.48]P+ 5.1% | -2.53[-6.07, +0.99]P+ 8.4% | -2.11[-4.72, +0.45]P+ 6.0% | -1.60[-4.09, +0.57]P+ 8.0% | -1.26[-2.64, -0.16]P+ 1.1% | -1.15[-2.55, +0.33]P+ 6.1% | -0.84[-3.16, +1.21]P+ 23.3% | -0.55[-3.83, +2.07]P+ 38.1% | -0.52[-2.00, +0.67]P+ 24.5% | -0.11[-1.70, +1.64]P+ 43.7% | — | ||||
| 25DOFA ❄13.97 | -8.63[-12.02, -5.54]P+ 0.0% | -8.52[-12.83, -5.06]P+ 0.0% | -7.91[-13.31, -3.34]P+ 0.0% | -7.55[-10.40, -4.74]P+ 0.0% | -7.03[-9.88, -4.49]P+ 0.0% | -6.63[-11.19, -2.13]P+ 0.0% | -5.24[-8.02, -2.33]P+ 0.0% | -3.79[-6.45, -1.38]P+ 0.0% | -3.77[-6.21, -1.94]P+ 0.0% | -3.68[-5.86, -1.46]P+ 0.0% | -3.59[-5.43, -1.59]P+ 0.0% | -3.53[-5.68, -1.47]P+ 0.0% | -3.24[-4.90, -1.42]P+ 0.1% | -3.04[-5.52, -1.31]P+ 0.0% | -2.98[-5.29, -0.68]P+ 0.3% | -2.56[-5.13, +0.14]P+ 3.2% | -2.05[-3.29, -0.72]P+ 0.2% | -1.71[-3.30, +0.01]P+ 2.6% | -1.60[-3.20, +0.38]P+ 5.0% | -1.29[-2.39, -0.07]P+ 1.9% | -1.00[-3.59, +1.33]P+ 20.5% | -0.97[-2.60, +0.70]P+ 12.7% | -0.56[-2.01, +1.14]P+ 23.3% | -0.45[-2.38, +1.56]P+ 32.1% | — | |||
| 26AnySat13.91 | -8.68[-14.17, -3.67]P+ 0.0% | -8.57[-13.22, -4.37]P+ 0.0% | -7.97[-14.31, -2.06]P+ 0.3% | -7.60[-11.47, -4.02]P+ 0.0% | -7.08[-11.31, -3.40]P+ 0.0% | -6.68[-11.33, -2.51]P+ 0.0% | -5.30[-8.69, -2.32]P+ 0.0% | -3.84[-8.22, +0.12]P+ 2.9% | -3.82[-6.94, -1.06]P+ 0.2% | -3.73[-6.43, -1.37]P+ 0.0% | -3.64[-5.47, -2.04]P+ 0.0% | -3.58[-6.76, -0.93]P+ 0.0% | -3.29[-5.49, -1.15]P+ 0.1% | -3.10[-6.79, +0.28]P+ 3.9% | -3.03[-5.96, -0.70]P+ 0.1% | -2.61[-5.54, -0.28]P+ 1.2% | -2.10[-5.11, +0.44]P+ 6.0% | -1.76[-4.58, +0.85]P+ 11.0% | -1.65[-4.34, +1.03]P+ 13.7% | -1.34[-4.29, +1.30]P+ 17.7% | -1.05[-4.87, +1.87]P+ 29.6% | -1.02[-3.61, +1.43]P+ 22.2% | -0.61[-2.93, +1.40]P+ 30.3% | -0.50[-3.15, +1.84]P+ 36.2% | -0.05[-2.76, +2.37]P+ 49.6% | — | ||
| 27AnySat ❄13.46 | -9.14[-13.91, -4.97]P+ 0.0% | -9.03[-13.46, -5.11]P+ 0.0% | -8.42[-13.54, -3.81]P+ 0.0% | -8.06[-12.16, -4.36]P+ 0.0% | -7.54[-11.82, -3.66]P+ 0.0% | -7.14[-12.84, -1.63]P+ 0.2% | -5.75[-9.80, -1.80]P+ 0.1% | -4.30[-8.41, -0.97]P+ 0.1% | -4.28[-6.97, -2.07]P+ 0.0% | -4.19[-7.50, -1.12]P+ 0.3% | -4.10[-6.55, -1.64]P+ 0.0% | -4.04[-7.55, -1.09]P+ 0.1% | -3.75[-5.74, -1.50]P+ 0.1% | -3.56[-6.71, -0.53]P+ 0.9% | -3.49[-7.03, -0.19]P+ 1.9% | -3.07[-5.63, -0.48]P+ 1.0% | -2.56[-5.11, -0.43]P+ 0.6% | -2.22[-3.95, -0.61]P+ 0.3% | -2.11[-3.83, -0.30]P+ 1.1% | -1.80[-4.22, +0.38]P+ 5.7% | -1.51[-4.93, +1.21]P+ 17.2% | -1.48[-3.19, +0.11]P+ 3.5% | -1.07[-2.71, +0.78]P+ 11.4% | -0.96[-1.65, -0.22]P+ 0.7% | -0.51[-2.61, +1.38]P+ 31.9% | -0.46[-2.50, +1.80]P+ 33.9% | — | |
| 28DOFA13.13 | -9.46[-12.88, -6.16]P+ 0.0% | -9.35[-14.34, -5.44]P+ 0.0% | -8.75[-14.53, -3.95]P+ 0.0% | -8.38[-12.03, -4.69]P+ 0.0% | -7.87[-11.38, -4.63]P+ 0.0% | -7.47[-12.82, -2.16]P+ 0.0% | -6.08[-9.55, -2.62]P+ 0.0% | -4.62[-7.66, -1.79]P+ 0.0% | -4.60[-7.48, -2.02]P+ 0.0% | -4.52[-7.44, -1.62]P+ 0.0% | -4.42[-7.00, -1.82]P+ 0.0% | -4.36[-7.18, -1.67]P+ 0.0% | -4.07[-6.06, -2.11]P+ 0.0% | -3.88[-6.63, -1.78]P+ 0.0% | -3.81[-6.64, -0.92]P+ 0.2% | -3.39[-6.37, -0.54]P+ 0.7% | -2.88[-4.96, -0.65]P+ 0.7% | -2.54[-4.51, -0.54]P+ 0.7% | -2.43[-4.21, -0.45]P+ 1.0% | -2.12[-3.92, -0.42]P+ 0.8% | -1.83[-4.58, +0.71]P+ 7.9% | -1.80[-3.99, +0.42]P+ 5.6% | -1.39[-3.05, +0.47]P+ 7.0% | -1.28[-3.65, +0.86]P+ 12.9% | -0.83[-2.35, +0.67]P+ 12.5% | -0.78[-3.79, +2.66]P+ 30.8% | -0.32[-2.92, +2.15]P+ 40.5% | — |
28 model/regime combinations
378 pairwise comparisons
267 pointwise intervals exclude zero
| Rank · model/regime mean | 1ViT-B | 2χViT | 3ResNet50 | 4Panopticon | 5DINOv2 | 6iBOT | 7DINOv3 | 8Panopticon ❄ | 9Prithvi | 10SatlasNet | 11DOFA | 12DINOv2 ❄ | 13χViT ❄ | 14TerraFM | 15ViT-B ❄ | 16ResNet50 ❄ | 17TerraMind | 18DOFA ❄ | 19CROMA | 20iBOT ❄ | 21DINOv3 ❄ | 22TerraFM ❄ | 23SatlasNet ❄ | 24TerraMind ❄ | 25Prithvi ❄ | 26CROMA ❄ | 27AnySat | 28AnySat ❄ |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 1ViT-B55.57 | — | |||||||||||||||||||||||||||
| 2χViT54.05 | -1.52[-5.54, +3.28]P+ 23.0% | — | ||||||||||||||||||||||||||
| 3ResNet5053.61 | -1.95[-7.01, +3.73]P+ 26.1% | -0.43[-3.88, +2.75]P+ 41.3% | — | |||||||||||||||||||||||||
| 4Panopticon53.54 | -2.02[-5.86, +2.79]P+ 17.1% | -0.50[-3.68, +2.92]P+ 36.5% | -0.07[-5.00, +5.10]P+ 47.6% | — | ||||||||||||||||||||||||
| 5DINOv251.22 | -4.35[-10.30, +1.93]P+ 10.9% | -2.83[-8.26, +2.19]P+ 14.8% | -2.39[-6.26, +1.22]P+ 10.0% | -2.32[-9.27, +4.41]P+ 26.5% | — | |||||||||||||||||||||||
| 6iBOT50.88 | -4.69[-6.64, -2.92]P+ 0.0% | -3.17[-8.74, +1.80]P+ 9.7% | -2.74[-8.76, +2.89]P+ 19.7% | -2.67[-8.38, +1.63]P+ 16.1% | -0.34[-6.51, +5.63]P+ 44.8% | — | ||||||||||||||||||||||
| 7DINOv350.47 | -5.09[-6.75, -3.44]P+ 0.0% | -3.57[-7.70, +0.60]P+ 4.8% | -3.14[-8.32, +2.06]P+ 20.8% | -3.07[-7.10, +0.65]P+ 5.4% | -0.74[-6.57, +5.20]P+ 38.9% | -0.40[-2.05, +1.77]P+ 31.7% | — | |||||||||||||||||||||
| 8Panopticon ❄50.31 | -5.26[-12.61, +2.46]P+ 9.7% | -3.74[-8.54, +1.02]P+ 6.6% | -3.31[-7.26, +0.89]P+ 6.1% | -3.24[-8.62, +1.98]P+ 16.3% | -0.91[-5.60, +4.70]P+ 34.9% | -0.57[-8.61, +7.89]P+ 44.2% | -0.17[-7.61, +7.31]P+ 48.2% | — | ||||||||||||||||||||
| 9Prithvi50.29 | -5.27[-9.16, -1.92]P+ 0.1% | -3.75[-10.59, +2.62]P+ 13.3% | -3.32[-10.77, +4.05]P+ 20.6% | -3.25[-10.26, +3.39]P+ 17.9% | -0.93[-7.31, +5.50]P+ 37.5% | -0.58[-4.00, +2.68]P+ 37.0% | -0.18[-3.77, +3.26]P+ 46.2% | -0.01[-10.01, +9.63]P+ 50.2% | — | |||||||||||||||||||
| 10SatlasNet49.86 | -5.71[-10.95, +0.46]P+ 3.8% | -4.19[-7.88, -0.32]P+ 1.7% | -3.76[-5.51, -2.05]P+ 0.0% | -3.69[-8.51, +1.43]P+ 9.3% | -1.36[-5.07, +2.28]P+ 24.6% | -1.02[-6.70, +5.36]P+ 36.6% | -0.62[-5.90, +5.08]P+ 40.5% | -0.45[-4.48, +3.30]P+ 41.7% | -0.44[-8.02, +7.27]P+ 46.0% | — | ||||||||||||||||||
| 11DOFA48.79 | -6.77[-10.35, -2.73]P+ 0.1% | -5.25[-9.46, -1.06]P+ 0.6% | -4.82[-9.24, -0.48]P+ 1.2% | -4.75[-9.45, -0.38]P+ 1.6% | -2.43[-8.04, +3.17]P+ 20.6% | -2.08[-6.01, +2.24]P+ 16.0% | -1.68[-5.59, +2.14]P+ 20.6% | -1.51[-8.65, +5.22]P+ 34.2% | -1.50[-6.19, +3.23]P+ 27.5% | -1.06[-6.00, +3.69]P+ 34.1% | — | |||||||||||||||||
| 12DINOv2 ❄45.58 | -9.99[-16.44, -3.26]P+ 0.0% | -8.47[-13.93, -3.02]P+ 0.1% | -8.04[-11.75, -4.32]P+ 0.0% | -7.97[-14.65, -1.44]P+ 0.5% | -5.64[-8.69, -2.62]P+ 0.0% | -5.30[-11.97, +1.40]P+ 7.7% | -4.90[-11.40, +1.64]P+ 10.0% | -4.73[-9.08, -0.91]P+ 0.6% | -4.72[-12.37, +2.97]P+ 14.1% | -4.28[-8.17, -0.46]P+ 1.4% | -3.22[-8.95, +2.82]P+ 15.1% | — | ||||||||||||||||
| 13χViT ❄44.34 | -11.23[-17.75, -4.07]P+ 0.1% | -9.71[-13.55, -5.92]P+ 0.0% | -9.27[-13.55, -5.02]P+ 0.0% | -9.20[-13.87, -4.77]P+ 0.0% | -6.88[-11.66, -0.63]P+ 1.5% | -6.54[-14.01, +1.63]P+ 5.8% | -6.14[-12.85, +0.77]P+ 4.3% | -5.97[-8.84, -3.33]P+ 0.0% | -5.95[-14.59, +3.31]P+ 10.2% | -5.52[-9.83, -1.38]P+ 0.4% | -4.46[-10.25, +1.56]P+ 7.2% | -1.24[-6.11, +4.48]P+ 31.6% | — | |||||||||||||||
| 14TerraFM43.60 | -11.96[-19.26, -4.46]P+ 0.0% | -10.44[-17.66, -3.68]P+ 0.1% | -10.01[-14.55, -5.87]P+ 0.0% | -9.94[-18.65, -1.82]P+ 0.4% | -7.62[-11.81, -3.26]P+ 0.0% | -7.27[-14.00, -0.40]P+ 1.6% | -6.87[-14.37, +0.69]P+ 4.5% | -6.70[-14.27, -0.13]P+ 2.2% | -6.69[-14.23, +0.76]P+ 5.5% | -6.25[-11.21, -1.61]P+ 0.4% | -5.19[-11.17, +0.71]P+ 4.9% | -1.97[-6.41, +1.96]P+ 18.5% | -0.74[-8.94, +6.31]P+ 44.7% | — | ||||||||||||||
| 15ViT-B ❄43.14 | -12.43[-19.61, -5.02]P+ 0.0% | -10.91[-17.31, -4.58]P+ 0.0% | -10.48[-14.52, -6.36]P+ 0.0% | -10.41[-17.88, -3.21]P+ 0.0% | -8.08[-11.99, -4.21]P+ 0.0% | -7.74[-14.75, -0.66]P+ 1.2% | -7.34[-14.59, -0.01]P+ 2.5% | -7.17[-12.38, -2.57]P+ 0.0% | -7.15[-15.59, +1.16]P+ 5.8% | -6.72[-10.87, -2.56]P+ 0.1% | -5.66[-12.00, +0.86]P+ 4.8% | -2.44[-4.19, -0.64]P+ 0.4% | -1.20[-7.89, +4.67]P+ 37.3% | -0.46[-3.50, +3.17]P+ 37.4% | — | |||||||||||||
| 16ResNet50 ❄40.92 | -14.64[-22.78, -6.42]P+ 0.0% | -13.12[-19.33, -7.09]P+ 0.0% | -12.69[-16.89, -8.81]P+ 0.0% | -12.62[-18.96, -6.15]P+ 0.0% | -10.30[-16.62, -4.39]P+ 0.0% | -9.95[-18.16, -1.66]P+ 0.7% | -9.55[-17.71, -1.53]P+ 0.5% | -9.38[-13.51, -4.57]P+ 0.0% | -9.37[-19.63, +0.52]P+ 3.4% | -8.93[-12.92, -5.03]P+ 0.0% | -7.87[-14.63, -1.33]P+ 0.7% | -4.65[-9.07, -0.54]P+ 1.0% | -3.42[-8.76, +2.55]P+ 12.6% | -2.68[-7.69, +2.85]P+ 16.6% | -2.21[-5.79, +1.48]P+ 12.3% | — | ||||||||||||
| 17TerraMind40.70 | -14.87[-21.31, -8.27]P+ 0.0% | -13.34[-20.15, -7.21]P+ 0.0% | -12.91[-17.42, -8.96]P+ 0.0% | -12.84[-20.81, -5.48]P+ 0.0% | -10.52[-13.83, -6.87]P+ 0.0% | -10.17[-15.99, -4.21]P+ 0.0% | -9.77[-16.39, -3.16]P+ 0.0% | -9.60[-16.86, -3.50]P+ 0.0% | -9.59[-16.22, -2.96]P+ 0.0% | -9.15[-13.78, -5.21]P+ 0.0% | -8.09[-13.67, -2.68]P+ 0.1% | -4.87[-8.59, -1.39]P+ 0.2% | -3.64[-11.70, +2.81]P+ 18.4% | -2.90[-4.89, -0.84]P+ 0.3% | -2.44[-5.53, +0.52]P+ 5.5% | -0.22[-5.83, +5.01]P+ 47.9% | — | |||||||||||
| 18DOFA ❄40.61 | -14.95[-21.65, -7.82]P+ 0.0% | -13.43[-18.79, -7.87]P+ 0.0% | -13.00[-16.53, -9.35]P+ 0.0% | -12.93[-18.99, -6.85]P+ 0.0% | -10.61[-15.70, -5.62]P+ 0.0% | -10.26[-17.39, -2.90]P+ 0.2% | -9.86[-16.85, -2.79]P+ 0.1% | -9.69[-15.33, -4.90]P+ 0.0% | -9.68[-17.68, -1.72]P+ 0.6% | -9.24[-13.08, -5.43]P+ 0.0% | -8.18[-12.36, -3.91]P+ 0.0% | -4.96[-10.02, -0.54]P+ 1.2% | -3.73[-8.54, +0.94]P+ 6.0% | -2.99[-7.30, +1.82]P+ 10.5% | -2.52[-7.65, +2.13]P+ 15.8% | -0.31[-5.14, +4.07]P+ 46.1% | -0.09[-4.70, +4.93]P+ 47.6% | — | ||||||||||
| 19CROMA40.45 | -15.11[-23.18, -6.95]P+ 0.0% | -13.59[-20.20, -7.19]P+ 0.0% | -13.16[-17.99, -8.56]P+ 0.0% | -13.09[-20.87, -5.46]P+ 0.0% | -10.77[-16.35, -5.33]P+ 0.0% | -10.42[-18.35, -2.50]P+ 0.3% | -10.02[-17.99, -2.23]P+ 0.3% | -9.85[-17.33, -2.94]P+ 0.1% | -9.84[-18.51, -1.50]P+ 0.6% | -9.40[-14.50, -4.72]P+ 0.0% | -8.34[-14.88, -2.03]P+ 0.3% | -5.12[-10.83, +0.34]P+ 3.4% | -3.89[-11.31, +3.21]P+ 14.8% | -3.15[-6.82, +1.05]P+ 6.5% | -2.68[-7.89, +2.42]P+ 15.8% | -0.47[-5.96, +4.74]P+ 43.7% | -0.25[-4.81, +4.55]P+ 45.0% | -0.16[-5.19, +4.60]P+ 48.4% | — | |||||||||
| 20iBOT ❄40.43 | -15.13[-19.88, -10.25]P+ 0.0% | -13.61[-18.31, -9.05]P+ 0.0% | -13.18[-17.03, -9.30]P+ 0.0% | -13.11[-18.17, -8.61]P+ 0.0% | -10.78[-15.21, -6.30]P+ 0.0% | -10.44[-15.11, -5.70]P+ 0.0% | -10.04[-14.72, -5.35]P+ 0.0% | -9.87[-15.16, -4.91]P+ 0.0% | -9.86[-16.27, -3.58]P+ 0.0% | -9.42[-13.37, -5.72]P+ 0.0% | -8.36[-12.64, -3.66]P+ 0.0% | -5.14[-8.23, -2.07]P+ 0.0% | -3.90[-9.94, +1.48]P+ 8.8% | -3.17[-7.88, +1.93]P+ 10.8% | -2.70[-5.91, +0.40]P+ 6.8% | -0.49[-4.91, +3.89]P+ 41.7% | -0.27[-4.05, +3.74]P+ 43.4% | -0.18[-4.95, +5.02]P+ 46.0% | -0.02[-5.53, +6.01]P+ 48.5% | — | ||||||||
| 21DINOv3 ❄38.91 | -16.65[-21.71, -11.22]P+ 0.0% | -15.13[-19.87, -10.22]P+ 0.0% | -14.70[-18.75, -10.61]P+ 0.0% | -14.63[-19.78, -9.96]P+ 0.0% | -12.30[-16.22, -8.58]P+ 0.0% | -11.96[-17.18, -6.58]P+ 0.0% | -11.56[-16.60, -6.47]P+ 0.0% | -11.39[-16.17, -7.28]P+ 0.0% | -11.38[-18.03, -4.94]P+ 0.0% | -10.94[-14.86, -7.35]P+ 0.0% | -9.88[-14.14, -4.89]P+ 0.0% | -6.66[-9.52, -3.94]P+ 0.0% | -5.42[-10.76, -0.95]P+ 0.6% | -4.69[-9.75, +0.58]P+ 4.1% | -4.22[-7.65, -1.04]P+ 0.1% | -2.01[-6.73, +2.62]P+ 21.2% | -1.79[-5.90, +2.43]P+ 19.9% | -1.70[-5.75, +3.03]P+ 22.5% | -1.54[-7.64, +4.77]P+ 31.3% | -1.52[-3.60, +0.43]P+ 6.4% | — | |||||||
| 22TerraFM ❄35.65 | -19.92[-28.33, -11.09]P+ 0.0% | -18.40[-25.24, -11.37]P+ 0.0% | -17.96[-22.48, -13.19]P+ 0.0% | -17.89[-25.53, -10.19]P+ 0.0% | -15.57[-20.58, -10.93]P+ 0.0% | -15.23[-23.81, -6.43]P+ 0.0% | -14.82[-23.21, -6.31]P+ 0.0% | -14.66[-19.24, -10.28]P+ 0.0% | -14.64[-24.57, -4.81]P+ 0.0% | -14.21[-18.35, -9.68]P+ 0.0% | -13.14[-20.69, -5.33]P+ 0.0% | -9.93[-13.30, -6.59]P+ 0.0% | -8.69[-14.91, -2.71]P+ 0.1% | -7.95[-12.40, -3.02]P+ 0.1% | -7.49[-10.17, -4.70]P+ 0.0% | -5.27[-8.84, -1.71]P+ 0.1% | -5.05[-9.65, -0.23]P+ 2.0% | -4.96[-10.09, +0.27]P+ 3.1% | -4.80[-9.51, +0.49]P+ 3.7% | -4.78[-9.37, -0.06]P+ 2.3% | -3.26[-7.77, +1.34]P+ 10.2% | — | ||||||
| 23SatlasNet ❄34.07 | -21.49[-30.46, -12.70]P+ 0.0% | -19.97[-27.50, -13.14]P+ 0.0% | -19.54[-26.20, -13.97]P+ 0.0% | -19.47[-26.76, -12.49]P+ 0.0% | -17.14[-24.45, -10.17]P+ 0.0% | -16.80[-26.28, -7.52]P+ 0.0% | -16.40[-25.44, -7.74]P+ 0.0% | -16.23[-21.19, -10.95]P+ 0.0% | -16.22[-26.64, -6.13]P+ 0.0% | -15.78[-22.69, -9.98]P+ 0.0% | -14.72[-21.70, -8.09]P+ 0.0% | -11.50[-16.59, -6.54]P+ 0.0% | -10.26[-15.95, -4.90]P+ 0.0% | -9.53[-16.86, -2.42]P+ 0.5% | -9.06[-14.46, -3.62]P+ 0.0% | -6.85[-11.99, -2.47]P+ 0.0% | -6.63[-13.75, +0.10]P+ 2.7% | -6.54[-11.74, -1.71]P+ 0.2% | -6.38[-14.96, +0.83]P+ 4.6% | -6.36[-12.12, -0.84]P+ 1.1% | -4.84[-9.84, +0.25]P+ 3.2% | -1.58[-7.86, +3.93]P+ 31.6% | — | |||||
| 24TerraMind ❄32.87 | -22.69[-30.93, -14.09]P+ 0.0% | -21.17[-29.30, -13.36]P+ 0.0% | -20.74[-26.50, -15.30]P+ 0.0% | -20.67[-29.72, -11.94]P+ 0.0% | -18.35[-22.73, -13.73]P+ 0.0% | -18.00[-25.62, -10.10]P+ 0.0% | -17.60[-25.81, -9.20]P+ 0.0% | -17.43[-25.08, -10.94]P+ 0.0% | -17.42[-25.80, -9.03]P+ 0.0% | -16.98[-22.78, -11.54]P+ 0.0% | -15.92[-22.97, -8.78]P+ 0.0% | -12.70[-16.39, -9.20]P+ 0.0% | -11.47[-20.27, -3.94]P+ 0.0% | -10.73[-13.60, -7.74]P+ 0.0% | -10.26[-13.10, -7.79]P+ 0.0% | -8.05[-13.71, -3.08]P+ 0.0% | -7.83[-10.71, -5.16]P+ 0.0% | -7.74[-13.70, -2.33]P+ 0.2% | -7.58[-12.75, -2.78]P+ 0.0% | -7.56[-12.34, -2.78]P+ 0.0% | -6.04[-10.96, -1.31]P+ 0.4% | -2.78[-7.28, +0.93]P+ 8.7% | -1.20[-8.34, +5.31]P+ 38.0% | — | ||||
| 25Prithvi ❄30.38 | -25.19[-30.74, -19.11]P+ 0.0% | -23.67[-29.99, -16.84]P+ 0.0% | -23.23[-29.13, -16.99]P+ 0.0% | -23.16[-28.88, -17.16]P+ 0.0% | -20.84[-27.43, -13.80]P+ 0.0% | -20.50[-25.90, -14.50]P+ 0.0% | -20.10[-25.66, -14.02]P+ 0.0% | -19.93[-27.24, -12.24]P+ 0.0% | -19.91[-26.61, -13.73]P+ 0.0% | -19.48[-25.40, -13.27]P+ 0.0% | -18.42[-22.83, -14.04]P+ 0.0% | -15.20[-20.71, -9.56]P+ 0.0% | -13.96[-21.26, -6.66]P+ 0.0% | -13.22[-19.13, -7.33]P+ 0.0% | -12.76[-18.14, -7.30]P+ 0.0% | -10.54[-16.31, -4.75]P+ 0.0% | -10.32[-15.61, -4.93]P+ 0.0% | -10.23[-15.41, -5.13]P+ 0.0% | -10.07[-16.68, -3.71]P+ 0.0% | -10.06[-13.49, -6.37]P+ 0.0% | -8.54[-12.27, -4.24]P+ 0.0% | -5.27[-11.83, +1.24]P+ 6.7% | -3.70[-9.48, +2.06]P+ 10.7% | -2.49[-8.31, +3.37]P+ 22.0% | — | |||
| 26CROMA ❄26.76 | -28.81[-38.24, -18.99]P+ 0.0% | -27.29[-35.69, -18.55]P+ 0.0% | -26.85[-33.48, -20.20]P+ 0.0% | -26.78[-36.13, -17.43]P+ 0.0% | -24.46[-31.22, -17.53]P+ 0.0% | -24.12[-33.39, -14.55]P+ 0.0% | -23.72[-33.15, -14.03]P+ 0.0% | -23.55[-31.44, -15.63]P+ 0.0% | -23.53[-33.58, -13.70]P+ 0.0% | -23.10[-29.41, -16.41]P+ 0.0% | -22.04[-30.65, -13.95]P+ 0.0% | -18.82[-24.37, -13.30]P+ 0.0% | -17.58[-26.47, -9.16]P+ 0.0% | -16.84[-22.11, -12.28]P+ 0.0% | -16.38[-21.19, -11.64]P+ 0.0% | -14.16[-19.77, -8.75]P+ 0.0% | -13.94[-19.40, -8.83]P+ 0.0% | -13.85[-21.08, -8.16]P+ 0.0% | -13.69[-18.14, -9.43]P+ 0.0% | -13.68[-19.56, -7.68]P+ 0.0% | -12.16[-18.73, -5.67]P+ 0.0% | -8.89[-12.96, -4.54]P+ 0.0% | -7.32[-14.92, +0.43]P+ 3.2% | -6.11[-10.78, -1.63]P+ 0.2% | -3.62[-9.88, +2.61]P+ 14.2% | — | ||
| 27AnySat16.00 | -39.57[-50.85, -28.16]P+ 0.0% | -38.05[-49.19, -26.87]P+ 0.0% | -37.61[-47.64, -27.91]P+ 0.0% | -37.54[-49.27, -25.98]P+ 0.0% | -35.22[-44.42, -25.88]P+ 0.0% | -34.88[-46.16, -23.52]P+ 0.0% | -34.48[-45.77, -23.16]P+ 0.0% | -34.31[-44.37, -24.21]P+ 0.0% | -34.29[-45.64, -23.06]P+ 0.0% | -33.86[-43.60, -24.10]P+ 0.0% | -32.80[-43.99, -22.57]P+ 0.0% | -29.58[-37.20, -22.27]P+ 0.0% | -28.34[-39.95, -17.51]P+ 0.0% | -27.60[-36.13, -19.79]P+ 0.0% | -27.14[-34.52, -20.27]P+ 0.0% | -24.92[-33.79, -16.73]P+ 0.0% | -24.70[-32.89, -16.98]P+ 0.0% | -24.61[-35.08, -15.63]P+ 0.0% | -24.45[-33.29, -15.84]P+ 0.0% | -24.44[-32.28, -16.70]P+ 0.0% | -22.92[-31.60, -14.75]P+ 0.0% | -19.65[-26.75, -12.41]P+ 0.0% | -18.08[-27.72, -10.30]P+ 0.0% | -16.87[-24.14, -10.45]P+ 0.0% | -14.38[-22.50, -7.08]P+ 0.0% | -10.76[-15.79, -5.81]P+ 0.0% | — | |
| 28AnySat ❄15.78 | -39.78[-51.13, -28.56]P+ 0.0% | -38.26[-49.23, -27.61]P+ 0.0% | -37.83[-47.43, -29.08]P+ 0.0% | -37.76[-49.43, -26.52]P+ 0.0% | -35.44[-44.38, -27.12]P+ 0.0% | -35.09[-46.26, -24.17]P+ 0.0% | -34.69[-45.86, -23.68]P+ 0.0% | -34.52[-44.91, -24.88]P+ 0.0% | -34.51[-45.82, -23.61]P+ 0.0% | -34.07[-43.31, -25.36]P+ 0.0% | -33.01[-44.08, -23.17]P+ 0.0% | -29.79[-37.53, -22.97]P+ 0.0% | -28.56[-40.28, -18.21]P+ 0.0% | -27.82[-35.83, -21.40]P+ 0.0% | -27.35[-34.69, -21.10]P+ 0.0% | -25.14[-33.80, -17.51]P+ 0.0% | -24.92[-32.73, -18.42]P+ 0.0% | -24.83[-35.18, -16.93]P+ 0.0% | -24.67[-32.24, -17.73]P+ 0.0% | -24.65[-32.59, -17.26]P+ 0.0% | -23.13[-32.05, -15.24]P+ 0.0% | -19.87[-26.62, -13.67]P+ 0.0% | -18.29[-28.61, -9.45]P+ 0.0% | -17.09[-23.97, -11.86]P+ 0.0% | -14.60[-22.96, -6.91]P+ 0.0% | -10.98[-14.67, -7.52]P+ 0.0% | -0.22[-3.21, +3.03]P+ 43.7% | — |
95% interval includes zero
Row higher; pointwise interval excludes zero
Row lower; pointwise interval excludes zero
Mirrored half omitted
Method. 50,000 paired bootstrap replicates with random seed 20260908. In every replicate, the five training seeds are sampled with replacement and datasets are sampled with replacement within task type (4 classification, 4 segmentation, 2 change detection). The same draws are applied to every model. In-distribution averages two transfers, no-overlap averages three, superset averages two, and Overall gives equal weight to those three setting averages.
Interpretation. Highlighting is a pointwise ranking-stability diagnostic under resampling of the observed seeds and selected datasets. It is not a formal p-value and is not adjusted across the 378 comparisons. It does not include uncertainty from individual test samples.
Source: archived effective values from authoritative-sheet-batch-0.json through authoritative-sheet-batch-4.json, overlaid with the 810 uniquely keyed September 7 recovery evaluations in recovered-values.csv. The resulting means were checked against the current paired seed aggregates.