A Hierarchy-Aware Video-Language Model Evaluation and Hyperbolic Baseline for Surgery

arXiv:2609.27139 · cs.CV, cs.AI · Submitted 2026-09-22 · Read on arXiv

cs.CV, cs.AI

Submitted: 2026-09-22

Updated: 2026-09-22

Terminology

Accuracy — 44× in this paper · explained in 1 episode
Consistency — 8× in this paper · explained in 3 episodes
Benchmark — 5× in this paper · explained in 2 episodes
Embeddings — 5× in this paper · explained in 2 episodes
Cosine Similarity — 4× in this paper · explained in 3 episodes
Ablation — 3× in this paper · explained in 1 episode
Aggregation — 2× in this paper · explained in 1 episode
Alignment — 2× in this paper · explained in 1 episode
In International Conference on Learning Representations — 2× in this paper
In International Conference on Machine Learning — 2× in this paper
Representation Learning — 2× in this paper · explained in 2 episodes
Verification — 2× in this paper · explained in 2 episodes
Ablation study — 1× in this paper · explained in 1 episode
Adaptation — 1× in this paper · explained in 1 episode
Conference on Computer Vision and Pattern Recognition — 1× in this paper
Core — 1× in this paper · explained in 2 episodes
Fidelity — 1× in this paper · explained in 2 episodes
Generalization — 1× in this paper · explained in 13 episodes
Model-Agnostic — 1× in this paper · explained in 2 episodes
Prompt Engineering — 1× in this paper · explained in 4 episodes
Self-Supervised Learning — 1× in this paper · explained in 7 episodes
Transformer — 1× in this paper · explained in 2 episodes

Sources

HyperVLP: Enhancing Hierarchical Surgical Video-Language Pre-training in Hyperbolic Space

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