A Vision-Language Framework for Measuring Social Life on Sidewalks

arXiv:2609.28476 · cs.CY, cs.CV · Submitted 2026-07-31 · Read on arXiv

cs.CY, cs.CV

Submitted: 2026-07-31

Updated: 2026-07-31

Code: https://github.com/sk-zk/streetlevel

Terminology

Clustering — 8× in this paper · explained in 2 episodes
Decoupling — 8× in this paper · explained in 2 episodes
Social Dwelling Index — 8× in this paper
Fine-Tuning — 5× in this paper · explained in 5 episodes
Vision-Language Model — 5× in this paper
Accuracy — 4× in this paper · explained in 1 episode
Weighted Dwelling Index — 4× in this paper
Weighted Grouping Index — 4× in this paper
Benchmark — 3× in this paper · explained in 2 episodes
Grounding — 3× in this paper · explained in 3 episodes
Aggregation — 2× in this paper · explained in 1 episode
Primary Activity Flags — 2× in this paper
Sex Flags — 2× in this paper
Vulnerable Street User Flags — 2× in this paper
Adaptation — 1× in this paper · explained in 1 episode
Affordance — 1× in this paper · explained in 1 episode
Alignment — 1× in this paper · explained in 1 episode
Benchmarking — 1× in this paper · explained in 3 episodes
Calibration — 1× in this paper · explained in 7 episodes
Computational overhead — 1× in this paper · explained in 2 episodes
Core — 1× in this paper · explained in 2 episodes
F1 Score — 1× in this paper · explained in 3 episodes
Failure Modes — 1× in this paper · explained in 3 episodes
Instance Segmentation — 1× in this paper · explained in 3 episodes
Instruction Tuning — 1× in this paper · explained in 2 episodes
LoRA Adaptation — 1× in this paper · explained in 2 episodes
LoRA Fine-Tuning — 1× in this paper · explained in 3 episodes
Vision-Language Model (VLM) — 1× in this paper · explained in 3 episodes

A Vision-Language Framework for Measuring Social Life on Sidewalks

Terminology

Sources

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