cs.CVMar 25, 2026

Counting Without Numbers and Finding Without Words

Authors: Badri Narayana Patro

Organizations: Microsoft

Abstract

Every year, 10 million pets enter shelters, separated from their families. Despite desperate searches by both guardians and lost animals, 70% never reunite, not because matches do not exist, but because current systems look only at appearance, while animals recognize each other through sound. We ask, why does computer vision treat vocalizing species as silent visual objects? Drawing on five decades of cognitive science showing that animals perceive quantity approximately and communicate identity acoustically, we present the first multimodal reunification system integrating visual and acoustic biometrics. Our species-adaptive architecture processes vocalizations from 10Hz elephant rumbles to 4kHz puppy whines, paired with probabilistic visual matching that tolerates stress-induced appearance changes. This work demonstrates that AI grounded in biological communication principles can serve vulnerable populations that lack human language.

Explore similar work

CardsList
  1. From Visual to Multimodal: Systematic Ablation of Encoders and Fusion Strategies in Animal Identification

    Feb 28, 2026Vasiliy Kudryavtsev, Kirill Borodin, German Berezin +3Animal Re-IdentificationMultimodal Fusion

  2. Uncertainty-Aware Crossmodal Fusion for Classification of Animal Behavior

    Aug 3, 2026Ehsan Yaghoubi, Florian HaselbeckUncertainty-Aware Multimodal FusionBioacoustics

  3. BioVITA: Biological Dataset, Model, and Benchmark for Visual-Textual-Acoustic Alignment

    Mar 25, 2026Risa Shinoda, Kaede Shiohara, Nakamasa Inoue +3Cross-Modal AlignmentMultimodal Embedding