Base-to-Novel Generalization on EuroSAT benchmark leaderboard · SOTA2 Research

Base-to-Novel Generalization on EuroSAT

97.81Base ScorePromptKD + MERGETUNE

Evaluation Results

Method	Links
PromptKD + MERGETUNE2026.01		97.81	83.82	90.28
ProVP2026.03		97.12	72.91	83.29
ProVP2026.05		97.12	72.91	83.29
ProVP2026.02		97.12	72.91	83.29
2SFSLoRA2025.03		97.05	64.59	77.56
CLIP-LoRA2025.03		97.04	62.5	76.03
CLIP-LoRA2026.02		97.04	62.5	76.03
DeAR2026.03		97	87.9	92.22
2SFSLayerNorm2025.03		96.91	67.09	79.29
2SFS2026.02		96.91	67.09	79.29
IVLP2026.02		96.73	67.83	79.74
MMRL++2026.05		95.93	88.27	91.94
MMRL2026.03		95.6	80.17	87.21
MMRL2026.05		95.6	80.17	87.21
DroPLe2025.12		94.73	82.7	88.31
LASP2026.02		94.6	77.78	85.36
CoPrompt2026.02		94.6	78.57	85.84
TAC2025.12		94.37	82.6	88.1
TAC2026.03		94.37	82.6	88.1
MaPLe2025.03		94.07	73.23	82.35
MaPLe2026.03		94.07	73.23	82.35
MaPLe2026.05		94.07	73.23	82.35
MaPLe2026.02		94.07	73.23	82.35
DeKgTCP2025.12		94.02	81.69	87.42
LoGoPrompt2026.02		93.67	69.44	79.75
CC-CDFSL2026.03		93.57	71.98	81.37
MetaPrompt2026.02		93.53	75.21	83.38
CoOp2025.12		93.19	54.74	68.69
PromptSRC2026.02		93.17	68.33	78.84
2SFS2025.03		92.92	67.15	77.96
PSRC2025.12		92.9	73.9	82.32
PromptSRC2026.03		92.9	73.9	82.32
PromptSRC2026.05		92.9	73.9	82.32
MaPLe2026.03		92.66	68.39	78.7
SkipT2026.03		92.47	83	87.48
MMLoP2026.02		92.37	79.1	85.22
CoOP2025.03		92.19	54.74	68.69
CoOp2026.03		92.19	54.74	68.69
CoOp2026.05		92.19	54.74	68.69
CoOp2026.02		92.19	54.74	68.69
PromptKD2026.03		92.04	71.59	80.54
TCP2026.03		91.63	74.73	82.32
TCP2026.05		91.63	74.73	82.32
TCP2026.02		91.63	74.73	82.32
TAP2025.12		90.7	82.17	86.22
ProGrad2025.03		90.11	60.89	72.67
ProGrad2026.03		90.11	60.89	72.67
ProGrad2026.02		90.11	60.89	72.67
CoCoOp2025.03		87.49	60.04	71.21
CoCoOp2026.05		87.49	60.04	71.21
CoCoOp2026.02		87.49	60.04	71.21
RPO2026.02		86.63	68.97	76.79
KgCoOp2025.03		85.64	64.34	73.48
KgCoOp2025.12		85.64	64.34	73.48
KgCoOp2026.05		85.64	64.34	73.48
KgCoOp2026.02		85.64	64.34	73.48
MMA2025.03		85.46	82.34	83.87
MMAC2026.05		85.46	82.34	83.87
MMA2026.02		85.46	82.34	83.87
ProDA2026.02		83.9	66	73.88
MMA2025.03		72.5	72.2	72.35
CLIP2025.03		70.93	82.9	76.45
PERL2026.05		67.25	72.25	69.62
CLIP2025.03		56.48	64.05	60.03
CLIP2026.01		56.48	64.05	60.03
CLIP2026.03		56.48	64.05	60.03
CLIP2026.05		56.48	64.05	60.03
CLIP2026.02		56.48	64.05	60.03
+DPC2025.03		0.9625	0.7473	0.8413
+DePT2025.03		0.9446	0.7101	0.8107
ProSRC2025.03		0.9284	0.7473	0.828
TCP2025.03		0.9163	0.7473	0.8232