Apple quality classification using different methodology systems. od Danish ul Khairi (19660534)

Teme:

(a) Fresh Apple (b) Mid rotten Apple (c) Rotten Apple. od Danish ul Khairi (19660534)

Teme:

Transpiled CNOT quantum gate circuit showing the decomposition into 5 native gates with a circuit depth of 7. od Danish ul Khairi (19660534)

Teme:

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

Teme:

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)

Teme:

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

Teme:

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

Teme:

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

Teme:

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

Teme:

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

Teme:

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

Teme:

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

Teme:

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)

Teme:

Distributions of feature values in generalizing and non-generalizing features. ( od Angus Leung (10204592)

Teme:

Within-fly effect direction (wake – anesthesia) consistency of <i>hctsa</i> features across all flies. ( od Angus Leung (10204592)

Teme:

Within-fly effect direction (wake – anesthesia) consistency of <i>hctsa</i> features. ( od Angus Leung (10204592)

Teme:

None - od Angus Leung (10204592)

Teme:

(a)‌‌ Spectrum for a red LED with nm and FWHM = 14 nm, (b) Terrestrial solar spectrum with blue band (400–500 nm), yellow-band (570–590 nm) and red band (625–750 nm) highlighted.... od David Robert Grimes (10296973)

Teme: “…plausible biological justifications…”

Classification performance of <i>hctsa</i> features across all the flies. ( od Angus Leung (10204592)

Teme:

Properties of LED PBM studies analysed. od David Robert Grimes (10296973)

Teme: “…plausible biological justifications…”