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Hyperspectral Image Classification on HSI-Benchmark (test)

99.75HRSS Accuracy

Gabor CNN

Updated 1mo ago

Evaluation Results

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