Author

Xiantao Jiang

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Open access Sep 2026

High-Accuracy 3D Reconstruction of Underwater Objects from Forward-Looking Sonar Using Shape-Specific Synthetic Training Data

Forward-looking sonar (FLS) is robust to low illumination and turbidity, whereas its range–azimuth projection collapses elevation information, making single-view three-dimensional reconstruction inherently ambiguous. This study investigates how the geometric composition of synthetic training data influences reconstruct...

Takafumi Katayama, Xian-Tao Jiang, Wen Shi et al. · Journal of Marine Science an... · 0 citations

#artificial intelligence Preprint Sep 2026

CPR-IE:A Compression-Prediction-Resource Intelligence Efficiency Metric

CPR-IE is a constructed efficiency representation, not a universal law or a definition of intelligence itself, and it is proved Pareto consistency, unit invariance, boundary behavior, trade-off identities, ranking-stability regions, and cross-task aggregation.

Xian-Tao Jiang · 0 citations

Open access Aug 2026

Weakly Supervised Remote Sensing Segmentation via Decoupled Cross-Modal Distillation and Semantic-Guided Refinement

A three-stage framework that integrates complementary priors from Contrastive Language–Image Pre-training, Self-Distillation with No Labels version 2 (DINOv2), and the Segment Anything Model (SAM) is proposed, demonstrating the effectiveness and generalizability of the proposed framework across diverse remote sensing s...

Jing Li, Yu-Lin Cao, Xian-Tao Jiang et al. · Remote Sensing · 0 citations