Table 5. Statistics of lymphoblasts classification using different color texture descriptors (mean±std.).
Feature set | Dimension | FLD | SVM | KNN | |||
---|---|---|---|---|---|---|---|
ACC | AUC | ACC | AUC | ACC | AUC | ||
LBP [8] | 36 | 0.797±0.071 | 0.860±0.067 | 0.783±0.072 | 0.826±0.064 | 0.770±0.068 | 0.816±0.109 |
ind-LBP | 3×36 | 0.846±0.077 | 0.910±0.066 | 0.837±0.078 | 0.929±0.054 | 0.839±0.079 | 0.904±0.063 |
OC-LBP [25] | 6×36 | 0.702±0.084 | 0.757±0.105 | 0.863±0.89 | 0.925±0.067 | 0.880±0.079 | 0.908±0.082 |
norm-LBP [27] | 36 | 0.797±0.067 | 0.886±0.058 | 0.783±0.073 | 0.887±0.095 | 0.777±0.074 | 0.851±0.075 |
LCVBP [14] | 4×36 | 0.906±0.054 | 0.959±0.040 | 0.914±0.057 | 0.960±0.034 | 0.894±0.070 | 0.953±0.052 |
LCC [30] | 256 | 0.774±0.082 | 0.768±0.086 | 0.767±0.069 | 0.773±0.076 | 0.774±0.082 | 0.771±0.075 |
LCC-LBP [30] | 256+36 | 0.763±0.086 | 0.829±0.092 | 0.752±0.067 | 0.809±0.092 | 0.753±0.062 | 0.806±0.091 |
LAP [31] | 3×36 | 0.852±0.067 | 0.934±0.047 | 0.839±0.081 | 0.925±0.097 | 0.858±0.053 | 0.873±0.065 |
LAP-LBP [31] | 6×36 | 0.654±0.101 | 0.689±0.110 | 0.854±0.096 | 0.922±0.107 | 0.889±0.065 | 0.912±0.065 |
QDCP | 36 | 0.869±0.068 | 0.939±0.045 | 0.855±0.073 | 0.927±0.082 | 0.858±0.080 | 0.938±0.051 |
QDCP-LBP | 2×36 | 0.895±0.054 | 0.963±0.032 | 0.898±0.074 | 0.951±0.068 | 0.893±0.055 | 0.924±0.060 |
QDCP/LBP | 362 | 0.808±0.113 | 0.897±0.111 | 0.782±0.103 | 0.886±0.101 | 0.765±0.075 | 0.843±0.072 |