🏢 School of Computer Science and Engineering, Sun Yat-Sen University
TreeVI: Reparameterizable Tree-structured Variational Inference for Instance-level Correlation Capturing
·1694 words·8 mins·
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Machine Learning
Variational Inference
🏢 School of Computer Science and Engineering, Sun Yat-Sen University
TreeVI: Scalable tree-structured variational inference captures instance-level correlations for improved model accuracy.
Frozen-DETR: Enhancing DETR with Image Understanding from Frozen Foundation Models
·2491 words·12 mins·
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Computer Vision
Object Detection
🏢 School of Computer Science and Engineering, Sun Yat-Sen University
Frozen-DETR boosts object detection accuracy by integrating frozen foundation models as feature enhancers, achieving significant performance gains without the computational cost of fine-tuning.
FFAM: Feature Factorization Activation Map for Explanation of 3D Detectors
·2339 words·11 mins·
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Computer Vision
3D Vision
🏢 School of Computer Science and Engineering, Sun Yat-Sen University
FFAM uses feature factorization and gradient weighting to produce high-quality visual explanations for 3D object detectors, improving model interpretability and trust.