The structure of the context guided block. حسب Wenhao Ren (2561731)

"…These innovations significantly improve semantic segmentation accuracy while reducing computational overhead. …"

SEnet module. حسب Wenhao Ren (2561731)

"…These innovations significantly improve semantic segmentation accuracy while reducing computational overhead. …"

AC-LayeringNetV2 architecture module. حسب Wenhao Ren (2561731)

"…These innovations significantly improve semantic segmentation accuracy while reducing computational overhead. …"

Cracks included in the dataset. حسب Wenhao Ren (2561731)

"…These innovations significantly improve semantic segmentation accuracy while reducing computational overhead. …"

Loss function comparison plot. حسب Wenhao Ren (2561731)

"…These innovations significantly improve semantic segmentation accuracy while reducing computational overhead. …"

Edge device performance benchmarking. حسب Wenhao Ren (2561731)

"…These innovations significantly improve semantic segmentation accuracy while reducing computational overhead. …"

Typical error cases. حسب Wenhao Ren (2561731)

"…These innovations significantly improve semantic segmentation accuracy while reducing computational overhead. …"

Computational efficiency comparison. حسب Wenhao Ren (2561731)

"…These innovations significantly improve semantic segmentation accuracy while reducing computational overhead. …"

Backbone comparison in crack detection. حسب Wenhao Ren (2561731)

"…These innovations significantly improve semantic segmentation accuracy while reducing computational overhead. …"

Statistical analysis table for ablation tests. حسب Wenhao Ren (2561731)

"…These innovations significantly improve semantic segmentation accuracy while reducing computational overhead. …"

Summary of false positives and false negatives. حسب Wenhao Ren (2561731)

"…These innovations significantly improve semantic segmentation accuracy while reducing computational overhead. …"

PR parameter comparison chart. حسب Wenhao Ren (2561731)

"…These innovations significantly improve semantic segmentation accuracy while reducing computational overhead. …"

RAK-Conv. حسب Wenhao Ren (2561731)

"…These innovations significantly improve semantic segmentation accuracy while reducing computational overhead. …"

Structure of YOLOv8n. حسب Wenhao Ren (2561731)

"…These innovations significantly improve semantic segmentation accuracy while reducing computational overhead. …"

Particle size distribution of the raw materials. حسب Chenchen Luo (20649067)

"…Mix proportion experiments of the geopolymer-based binder with varying oil shale residue contents were designed. …"

Design of alkali activated mortars/ kg·m⁻³. حسب Chenchen Luo (20649067)

"…Mix proportion experiments of the geopolymer-based binder with varying oil shale residue contents were designed. …"

Mineral composition analysis of raw materials. حسب Chenchen Luo (20649067)

"…Mix proportion experiments of the geopolymer-based binder with varying oil shale residue contents were designed. …"

The morphology of the oil shale slag. حسب Chenchen Luo (20649067)

"…Mix proportion experiments of the geopolymer-based binder with varying oil shale residue contents were designed. …"

Schematic diagram of experimental scheme. حسب Chenchen Luo (20649067)

"…Mix proportion experiments of the geopolymer-based binder with varying oil shale residue contents were designed. …"

Mini-slump extension test cylinder. حسب Chenchen Luo (20649067)

"…Mix proportion experiments of the geopolymer-based binder with varying oil shale residue contents were designed. …"