Table 10 Error assessment of the LMIBCD-DL approach with existing models under the breakhis dataset.
Approaches | \(\:\varvec{A}\varvec{c}\varvec{c}\varvec{u}{\varvec{r}}_{\varvec{y}}\) | \(\:\varvec{S}\varvec{e}\varvec{n}{\varvec{s}}_{\varvec{y}}\) | \(\:\varvec{S}\varvec{p}\varvec{e}{\varvec{c}}_{\varvec{y}}\) | \(\:\varvec{F}{1}_{\varvec{S}\varvec{c}\varvec{o}\varvec{r}\varvec{e}}\) |
|---|---|---|---|---|
LMIBCD-DLHA | 1.28 | 1.28 | 1.28 | 1.36 |
ResNet-LSTM | 5.83 | 5.46 | 7.75 | 18.59 |
Vit-L16 | 17.54 | 15.40 | 3.56 | 18.69 |
BCHI-CovNet | 10.38 | 18.60 | 11.03 | 4.26 |
AOADL-HBCC | 3.18 | 17.91 | 4.83 | 18.80 |
DTLRO-HCBC | 6.40 | 6.06 | 8.33 | 19.17 |
InceptionV3 | 18.26 | 15.93 | 4.32 | 19.25 |
MobileNetV3 | 10.93 | 19.11 | 11.61 | 4.93 |
ImageNet + VGG16 (IVNet) | 2.95 | 17.10 | 7.49 | 14.31 |
VGG16 Model | 19.80 | 14.79 | 12.84 | 17.21 |
ResNet-50 Model | 17.77 | 3.17 | 5.34 | 4.73 |
