Open
Milestone
Jul 1, 2026–Sep 30, 2026
Collaborative Perception in CARLA
M1 — V0: Interface (July, ~20h)
- Skeleton for Hungarian association module (interface only)
- Skeleton for Kalman fusion module (interface only)
- CARLA simulation with 2+ smart data agents (ego + ≥1 collaborator), exercising the module end-to-end with placeholder messages
Deliverable: Interface spec + skeleton algorithm modules + working multi-agent scenario
M2 — V1: Fully Functional Model (August, ~25h)
- Hungarian algorithm: cost matrix construction + assignment solver, unmatched track/detection handling
- Kalman fusion tracker: predict/update steps, track lifecycle (init/coast/delete)
- Full integration into CARLA multi-agent scenario
Deliverable: Working collaborative perception pipeline — CAM/CPM-like messages in, fused tracks out
M3 — Testing & Validation (September, ~35h)
- Accuracy comparison vs. ground truth (position/velocity error, ID switches, false positives/negatives)
- Edge cases: message loss, latency, sparse CPM coverage
- Bug fixing / tuning (Kalman Q/R, Hungarian cost thresholds)
Deliverable: Validation report + test suite
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