Native Association: Confidence-Aware Human Perception in the Wild with a Foundation VLM

arXiv:2609.33450 · cs.CV · Submitted 2026-09-27 · Read on arXiv

cs.CV

Submitted: 2026-09-27

Updated: 2026-09-27

Comments: Accepted at the ECCV 2026 Workshop on Human-Centered Multimodal Intelligence in the Wild (HCMIW). 16 pages, 1 figure, 2 tables; supplementary material included as ancillary file

License: http://arxiv.org/licenses/nonexclusive-distrib/1.0/

Terminology

• Grounding — 14× in this paper · explained in 3 episodes
• Accuracy — 9× in this paper · explained in 1 episode
• Ablation — 8× in this paper · explained in 1 episode
• Adaptation — 6× in this paper · explained in 1 episode
• Transformer — 5× in this paper · explained in 2 episodes
• Benchmark — 4× in this paper · explained in 2 episodes
• Calibration — 3× in this paper · explained in 7 episodes
• Embeddings — 3× in this paper · explained in 2 episodes
• Provenance — 3× in this paper · explained in 3 episodes
• Conference on Computer Vision and Pattern Recognition — 2× in this paper
• Consistency — 2× in this paper · explained in 3 episodes
• Decode — 2× in this paper · explained in 2 episodes
• Downstream Tasks — 2× in this paper · explained in 2 episodes
• Fine-Tuning — 2× in this paper · explained in 5 episodes
• Late Fusion — 2× in this paper · explained in 2 episodes
• Abstention — 1× in this paper · explained in 1 episode
• Aggregation — 1× in this paper · explained in 1 episode
• Domain Adaptation — 1× in this paper · explained in 5 episodes
• Failure Modes — 1× in this paper · explained in 3 episodes
• LoRA Adapters — 1× in this paper · explained in 3 episodes
• Quantization — 1× in this paper · explained in 12 episodes
• Regularization — 1× in this paper · explained in 3 episodes
• Robustness — 1× in this paper · explained in 5 episodes
• Sparsity — 1× in this paper · explained in 4 episodes
• Text-to-SQL — 1× in this paper · explained in 3 episodes
• Zero-Shot Transfer — 1× in this paper · explained in 4 episodes

Sources

• PP-OCR: A Practical Ultra Lightweight OCR System
• Gemini: A Family of Highly Capable Multimodal Models
• Efficient Guided Generation for Large Language Models

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