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Interpretability analysis of deep learning models for sperm morphology classification: a comparative visualization of BEiT-base attention maps and EfficientNet-V2 Grad-CAM on the HuSHeM dataset .

Journal: PeerJ Computer Science

Article Title: Unveiling the capabilities of vision transformers in sperm morphology analysis: a comparative evaluation

doi: 10.7717/peerj-cs.3173

Figure Lengend Snippet: Interpretability analysis of deep learning models for sperm morphology classification: a comparative visualization of BEiT-base attention maps and EfficientNet-V2 Grad-CAM on the HuSHeM dataset .

Article Snippet: The HuSHeM dataset is available at Mendeley: Shaker, Fariba (2018), “Human Sperm Head Morphology dataset (HuSHeM)”, Mendeley Data, V3, DOI 10.17632/tt3yj2pf38.3 .

Techniques:

Interpretability analysis of deep learning models for sperm morphology classification: a comparative visualization of BEiT-base attention maps and EfficientNet-V2 Grad-CAM on the SMIDS dataset .

Journal: PeerJ Computer Science

Article Title: Unveiling the capabilities of vision transformers in sperm morphology analysis: a comparative evaluation

doi: 10.7717/peerj-cs.3173

Figure Lengend Snippet: Interpretability analysis of deep learning models for sperm morphology classification: a comparative visualization of BEiT-base attention maps and EfficientNet-V2 Grad-CAM on the SMIDS dataset .

Article Snippet: The HuSHeM dataset is available at Mendeley: Shaker, Fariba (2018), “Human Sperm Head Morphology dataset (HuSHeM)”, Mendeley Data, V3, DOI 10.17632/tt3yj2pf38.3 .

Techniques: