Vehicle flow+12%
Dace IT℠Sense Traffic Pulse™Agency access Coherent motion intelligence
Video intelligence for safer, smarter streets.
CMR-powered intelligent video analytics turns live streams into actionable data for safer roads, stronger operations, and faster decisions.
Powered by cmr-packLAS VEGAS · INTERSECTION 07 LIVE INTELLIGENCE
V-021
V-034
V-041
P-07
36.1716° N · 115.1391° W
CMR coherence94.2
Stable dominant flow
Camera healthONLINE
Inference · 28 FPS
One stream · four operational outputs
See movement as a system—not a collection of boxes.
Sense Traffic Pulse™ analyzes how objects move together, helping agencies progress from simple detection to operational understanding.
01Flow graph
Intersection Flow Engine
Find dominant movement patterns from sequential frames and turn them into directional flow intelligence.
POST /analyze02Risk score
Near-Miss Detector
Identify potential conflicts between vehicles, cyclists, and pedestrians with a scored safety signal.
POST /detect03Motion map
Heatmap Generator
Convert motion-vector magnitude into spatial heatmaps that expose hotspots and congestion patterns.
POST /heatmap04Anomaly list
Anomaly Detector
Surface wrong-way movement, stalls, density spikes, fragmented flow, and irregular regional patterns.
POST /detect-anomalyCMR pipeline
From pixels to policy-ready intelligence.
The containerized cmr-pack backend provides a clean path from raw frame pairs to coherent regions, flow graphs, risk scores, heatmaps, and anomaly reports.
Frames
Sequential video input
Optical flow
Dense motion vectors
CMR formation
Coherent movement regions
Region graph
Dominant flow analysis
Intelligence
Events, risk, and heatmaps
Checking backendcmr-pack services
Public datasets—
CMR services04
API modeREST
FASTAPI · CONTAINERIZED · AZURE READY
A backend designed for operational systems.
Vision streams/api/v1/vision/stream/:channel
Channel analytics/api/v1/vision/analytics/:channel
Public datasets/api/v1/dataset-information/public
AI analyst/api/v1/aichat/chat
For agencies & DOTs
Data-driven traffic management, in real time.
Combine existing camera infrastructure with live and historical analysis to improve safety, mobility, and operational response—without replacing the systems already in the field.
- 01 Vehicle, pedestrian, cyclist, and object movement
- 02 Traffic flow, congestion, and safety analytics
- 03 Near-miss and incident monitoring
- 04 Multi-state camera and channel integration
- 05 Vision Zero, ITS, and Smart City initiatives
CAM 07Active
CAM 12Active
CAM 18Active
Network status3 / 3channels online
Available datasets
Evidence for safer street design.
Curated Sense Traffic Pulse™ data supports smart city research, urban planning, operations, and responsible AI development.
Intersection movement
Aggregated traffic volumes, directional flows, and time-of-day patterns from monitored corridors.
CSV / JSONHistorical
Safety event intelligence
Near-miss indicators, conflict zones, and event summaries designed for planning and safety review.
CSV / APICurated
Motion heatmaps
Spatial intensity views that reveal recurring congestion hotspots and irregular movement patterns.
JPEG / JSONAnalytics
Need a custom geography, time window, or camera cohort?
Discuss a dataset →Operational intelligence
Ask the system what changed—and what needs attention.
The platform’s AI analyst endpoint can turn governed traffic and safety data into concise operating summaries while the CMR services remain the source of motion intelligence.
Summarize current flowFind safety anomaliesCompare corridors
AI ANALYSTGOVERNED API
“Where did near-miss risk rise during the morning peak?”
01
Primary signalConflict density increased near the west crosswalk from 08:10–08:35.
02
Contributing flowNorthbound right-turn volume overlapped with the active pedestrian phase.
03
Suggested reviewCompare signal timing and curb visibility across the last five weekday peaks.
POST /api/v1/aichat/chatD
Dace IT℠ · Sense Traffic Pulse™
Intelligent video analytics built for the physical world.
Dace IT℠ converts video streams into operational data that helps organizations strengthen public safety, physical security, and infrastructure management.
The CMR platform is containerized for scalable cloud and edge deployments across Microsoft and Google Cloud environments.