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Hyperspectral Image Classification on Pavia University (PU) HU-to-PU (test)

0.8482Overall Accuracy (OA)

Ours

Updated 4d ago

Evaluation Results

Method	Links
Ours 2026.01		0.8482	0.7774	0.8623	0.8356	0.9015	0.999	0.8764	0.9754	0.7186	0.8862	0.8703	0.8044	-	-	-	-	-	-	-	-	-	-	-	-	-	-	-	-	-	-	-	-	-	-
Ours (CKI) 2025.12		0.8464	-	-	-	-	-	-	-	-	-	0.84	0.8333	0.7863	0.9643	0.7881	0.9811	0.9962	0.8462	0.8535	0.7787	0.7535	0.8504	0.8349	0.756	0.8982	0.8421	0.6702	-	-	-	-	-	-	-
DEMAE 2026.01		0.841	0.7246	0.8546	0.81	0.8759	0.9957	0.907	0.9695	0.7702	0.8714	0.8643	0.7955	-	-	-	-	-	-	-	-	-	-	-	-	-	-	-	-	-	-	-	-	-	-
ADGKT 2025.12		0.8288	-	-	-	-	-	-	-	-	-	0.8029	0.7703	-	-	-	0.841	0.6161	-	-	-	-	-	-	-	-	-	-	0.8859	0.9229	0.7587	0.9362	0.6942	0.9483	0.9057
MTL 2025.12		0.7996	-	-	-	-	-	-	-	-	-	0.7915	0.7826	0.7028	0.9267	0.7089	0.9706	0.9934	0.7413	0.8825	0.6876	0.7101	0.7249	0.778	0.7118	0.8737	0.8178	0.6427	-	-	-	-	-	-	-
Finetune 2025.12		0.7969	-	-	-	-	-	-	-	-	-	0.8109	0.7317	-	-	-	0.8266	0.617	-	-	-	-	-	-	-	-	-	-	0.8382	0.8031	0.6347	0.9057	0.6493	0.9382	0.9434
FFL 2025.12		0.7949	-	-	-	-	-	-	-	-	-	0.8002	0.7776	0.7066	0.9727	0.6832	0.9688	0.9631	0.8252	0.8601	0.7312	0.6204	0.6882	0.8245	0.6234	0.8281	0.9271	0.7801	-	-	-	-	-	-	-
ONE 2025.12		0.7942	-	-	-	-	-	-	-	-	-	0.795	0.7767	0.6353	0.9737	0.7465	0.9631	0.9943	0.8182	0.7948	0.7227	0.8423	0.5656	0.8207	0.6407	0.8667	0.7854	0.7548	-	-	-	-	-	-	-
Baseline 2025.12		0.7924	-	-	-	-	-	-	-	-	-	0.7853	0.7752	0.7455	0.8985	0.5465	0.9166	0.9953	0.7762	0.7882	0.8338	0.8234	0.6236	0.7097	0.7147	0.9018	0.8138	0.6913	-	-	-	-	-	-	-
UAN 2025.12		0.7869	-	-	-	-	-	-	-	-	-	0.7935	0.7688	0.6885	0.9568	0.7525	0.9157	0.9782	0.8182	0.8675	0.6828	0.6978	0.5521	0.8074	0.7243	0.8877	0.9028	0.6702	-	-	-	-	-	-	-
Adaptor 2025.12		0.7852	-	-	-	-	-	-	-	-	-	0.7723	0.7669	0.7455	0.9483	0.7327	0.9366	0.982	0.6923	0.8424	0.6838	0.8291	0.4884	0.8036	0.7032	0.7895	0.834	0.5729	-	-	-	-	-	-	-
Finetune 2025.12		0.7808	-	-	-	-	-	-	-	-	-	0.7686	0.7621	0.7626	0.9295	0.4871	0.9602	0.9962	0.7063	0.8638	0.7607	0.6657	0.5347	0.8681	0.5744	0.8175	0.7611	0.8414	-	-	-	-	-	-	-
HyMuT 2026.01		0.7699	0.7764	0.7871	0.6145	0.9083	0.9609	0.6648	0.7914	0.6529	0.9941	0.7945	0.704	-	-	-	-	-	-	-	-	-	-	-	-	-	-	-	-	-	-	-	-	-	-
CTF 2026.01		0.7673	0.832	0.6505	0.6719	0.8788	0.9965	0.9167	0.9691	0.7873	0.9901	0.8481	0.7114	-	-	-	-	-	-	-	-	-	-	-	-	-	-	-	-	-	-	-	-	-	-
DCFSL 2026.01		0.7672	0.8957	0.7877	0.9815	0.8856	0.9641	0.795	0.749	0.4129	0.7028	0.7925	0.7483	-	-	-	-	-	-	-	-	-	-	-	-	-	-	-	-	-	-	-	-	-	-
ONE 2025.12		0.763	-	-	-	-	-	-	-	-	-	0.8078	0.694	-	-	-	0.9018	0.5464	-	-	-	-	-	-	-	-	-	-	0.8706	0.7146	0.7135	0.9838	0.6799	0.9364	0.9233
UAN 2025.12		0.7614	-	-	-	-	-	-	-	-	-	0.7997	0.6893	-	-	-	0.8647	0.5503	-	-	-	-	-	-	-	-	-	-	0.7878	0.745	0.7322	0.9587	0.7421	0.9224	0.8943
FFL 2025.12		0.757	-	-	-	-	-	-	-	-	-	0.803	0.6889	-	-	-	0.8832	0.6798	-	-	-	-	-	-	-	-	-	-	0.8503	0.6847	0.6727	0.9712	0.6035	0.9444	0.9371
Adaptor 2025.12		0.7546	-	-	-	-	-	-	-	-	-	0.7866	0.6785	-	-	-	0.9471	0.4123	-	-	-	-	-	-	-	-	-	-	0.7917	0.7664	0.7339	0.9865	0.6922	0.8344	0.9145
Baseline 2025.12		0.7427	-	-	-	-	-	-	-	-	-	0.7901	0.6693	-	-	-	0.9001	0.5551	-	-	-	-	-	-	-	-	-	-	0.8368	0.6902	0.5725	0.9901	0.685	0.9504	0.9308
MTL 2025.12		0.7361	-	-	-	-	-	-	-	-	-	0.8278	0.6711	-	-	-	0.8723	0.9184	-	-	-	-	-	-	-	-	-	-	0.7762	0.598	0.7493	0.9686	0.7574	0.9108	0.8994
FDFSL 2026.01		0.6622	0.6243	0.6869	0.5034	0.8091	0.9854	0.579	0.6542	0.5156	0.8851	0.6937	0.5729	-	-	-	-	-	-	-	-	-	-	-	-	-	-	-	-	-	-	-	-	-	-
SSTN 2026.01		0.6421	0.7446	0.5467	0.6473	0.8984	0.9877	0.6004	0.9631	0.4559	0.9471	0.7557	0.5599	-	-	-	-	-	-	-	-	-	-	-	-	-	-	-	-	-	-	-	-	-	-