Training accuracy and loss for NNQEv1 and NNQEv2 across 5 layers and 40 epochs. od Danish ul Khairi (19660534)

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Visual comparison of quantum-encoded feature maps generated by the NNQEv1 (CNOT) and NNQEv2 (CZ) entanglers for a single input image. od Danish ul Khairi (19660534)

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Comparison of CNOT and CZ gate fidelity and noise characteristics. od Danish ul Khairi (19660534)

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Table comprehensive performance comparison of classical, quantum, and hybrid models across datasets. od Danish ul Khairi (19660534)

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Test accuracy (%) of NNQEv1 and NNQEv2 with different optimizers across 1 to 5 layers on the apple dataset. od Danish ul Khairi (19660534)

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Sample images of FruitQ dataset. od Danish ul Khairi (19660534)

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Quantum circuit diagrams for different layers and entangling gates: (a) Layer 1 with NNQEv2 entangler. od Danish ul Khairi (19660534)

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(a) CNOT Encoded Features (b) CZ Encoded Features. od Danish ul Khairi (19660534)

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CNOT encoded features and CZ encoded features. od Danish ul Khairi (19660534)

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Transpiled CZ quantum gate circuit showing the more efficient decomposition into 3 native gates with a circuit depth of 6. od Danish ul Khairi (19660534)

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The verification of the output od Paul A. Gagniuc (1818325)

“...<p dir="ltr"><b>The verification of the output</b>. (A) initial transition matrix (T1) of the simulator. ...”

Sample verification. od Lauren Lanahan (3165426)

Antibody verification. od Lan Xia (443866)

“...<p>(A) Overexpression verification. HEK293T cells were transfected with CFAP77-, CCDC105-, or TEX43-tagged plasmids; both tag-antibodies and their antibodies recognized a specific band at the same molecular size. ...”

Model verification. od Philippos Michaelides (18463232)

Verification of integrity. od Chin-Ling Chen (17542074)

Verification of sgRNA Knockout Efficiency in HeLa cells. od Lucai Wang (22050158)

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Left and right-side shoulder kinematics for model verification for: A) the static verification task, and B) the dynamic verification task. od Zoe M. Moore (22331721)

Measurement model verification. od Yuxin Yang (694142)

Verification of RNAi knockdowns. od Monnette F. Summers (22075935)

The robustness verification result. od Jiaqiang Sun (176863)