Dense World hero visualization
Total Clips

115k+

From 714 source videos

City Scenes

22

Coverage across India

Dataset Scale

300 hr+

121 GB total data volume

Taxonomy Coverage

15 Fields

65+ values, v3 structured tags

Tier 1 Cities

- 6 metros, 68k+ clips

Tier 2 Cities

- 15 cities, 40k+ clips

Full Taxonomy Coverage

- 15 fields, 65+ values, v3 structured tags

Analysis 01


T: 0 T: 8 T: 16
Congestion Recovery Curve

Predictive state quality improves as temporal context accumulates, even under highly variable street-level density.

Analysis 02


Baseline
Dense World
UrbanNet
Density Adaptation Index

Dummy comparative results indicate stronger adaptation in mixed-density environments with minimal planner delay.

Contributors
Contributor photo: Amitava Das

Amitava Das

Professor, BITS Goa | Former Research Associate Professor, AIISC, USA

Contributor photo: Aman Chadha

Aman Chadha

GenAI Leadership @ AWS | Stanford AI | Ex-Amazon Alexa, Nvidia, Qualcomm | EB-1 "Einstein Visa" Recipient | EMNLP 2023 Outstanding Paper Award

Contributor photo: Vasu Sharma

Vasu Sharma

Applied Research Scientist Lead at Facebook AI Research | 6k+ citations | Ex-Citadel | CMU | IIT Kanpur | Startup Advisor & Mentor | Angel Investor | EB1A green card recipient

Contributor photo: Vinija Jain

Vinija Jain

AI @ Meta | Ex-Amazon, Oracle, PANW | Stanford AI | EMNLP Outstanding Paper Award Recipient