NVIDIA DeepStream · VEX Robotics Scoring Pipeline

60 FPS · 8.2ms · GPU 34% · ← Portfolio
CAM-01 · OVERHEAD · 1920×1080
2026-05-29 · 14:32:01.004
YOLO v8s · ONNX Runtime
FRAME 000000
DETECTIONS: 0
© Nathan Janit · VEX CV Scoring System · Rust + Kubernetes
CONF ≥ 0.45
Score
🔴 Red
0
🔵 Blue
0
Match Timer
2:00
Driver Control
Active Tracks
Inference Pipeline
Decode/Pre
1.1ms
YOLO Infer
5.2ms
NMS/Post
0.8ms
ByteTrack
0.9ms
Consensus
0.4ms
Multi-Camera Consensus
CAM-01
95%
CAM-02
88%
CAM-03
91%
CAM-04
79%
Other Cameras
CAM-02 RED
CAM-03 BLUE
CAM-04 MID
CAM-05 ELEV
Controls
System Log
Stack
RustKubernetesDeepStream ONNXByteTrackOpenCV WASMAxumDocker