Hyperspectral Image Classification on HSI-Benchmark (test) benchmark leaderboard · SOTA2 Research

Hyperspectral Image Classification on HSI-Benchmark (test)

99.75HRSS AccuracyGabor CNN

Evaluation Results

Method	Links
Gabor CNN2026.04		99.75	52.57	66.43	72.92
3D CNN2026.04		99.73	56.06	87.56	81.12
2D CNN2026.04		99.71	54.42	77.39	77.17
2D CNN (spatial)2026.04		99.69	44.85	54.23	66.26
ResNet-18+HyveConv2026.04		99.67	51.43	67.12	72.74
SSFT2026.04		99.56	61.72	93.33	84.87
EMP CNN2026.04		99.54	52.76	61.87	71.39
ResNet-182026.04		99.52	49.05	59.56	69.38
DeepHS-Net+HyveConv2026.04		98.53	57.57	75.22	77.11
HiT2026.04		98.47	48.16	59.23	68.62
SpectralNET2026.04		98.38	49.25	46.33	64.65
DeepHS-Net2026.04		98.33	58.28	75.32	77.31
HybridSN2026.04		97.54	48.74	73.85	73.38
ResNet-152+HyveConv2026.04		97.22	42.66	46.91	62.26
ResNet-1522026.04		96.27	47	29.3	57.52
SpectralFormer2026.04		96.25	41.71	53.24	63.74
DeepHS-Hybrid-Net2026.04		95.36	55.01	82.14	77.5
1D CNN2026.04		91.04	51.3	63.13	68.49
Attention-based CNN2026.04		89.93	44.88	50.18	61.66
2D CNN (spectral)2026.04		86.73	49.27	50.47	62.15
SVM2026.04		78.85	47.1	52.57	59.5
MLP2026.04		71.18	44.54	50.72	55.48
RNN2026.04		69.61	41.72	52.5	54.61
PLS-DA2026.04		66.61	51.22	38.56	52.13