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bevfusion fcf3ae0ea9 Complete project state snapshot: Phase 4B RMT-PPAD Integration 
🎯 Training Status:
- Current Epoch: 2/10 (13.3% complete)
- Segmentation Dice: 0.9594
- Detection IoU: 0.5742
- Training stable with 8 GPUs

🔧 Technical Achievements:
- ✅ RMT-PPAD Transformer segmentation decoder integrated
- ✅ Task-specific GCA architecture optimized
- ✅ Multi-scale feature fusion (180×180, 360×360, 600×600)
- ✅ Adaptive scale weight learning implemented
- ✅ BEVFusion multi-task framework enhanced

📊 Performance Highlights:
- Divider segmentation: 0.9793 Dice (excellent)
- Pedestrian crossing: 0.9812 Dice (excellent)
- Stop line: 0.9812 Dice (excellent)
- Carpark area: 0.9802 Dice (excellent)
- Walkway: 0.9401 Dice (good)
- Drivable area: 0.8959 Dice (good)

🛠️ Code Changes Included:
- Enhanced BEVFusion model (bevfusion.py)
- RMT-PPAD integration modules (rmtppad_integration.py)
- Transformer segmentation head (enhanced_transformer.py)
- GCA module optimizations (gca.py)
- Configuration updates (Phase 4B configs)
- Training scripts and automation tools
- Comprehensive documentation and analysis reports

📅 Snapshot Date: Fri Nov 14 09:06:09 UTC 2025
📍 Environment: Docker container
🎯 Phase: RMT-PPAD Integration Complete
 		2025-11-14 09:06:09 +00:00
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analytics.md Complete project state snapshot: Phase 4B RMT-PPAD Integration 2025-11-14 09:06:09 +00:00
azureml-quickstart.md Complete project state snapshot: Phase 4B RMT-PPAD Integration 2025-11-14 09:06:09 +00:00
conda-quickstart.md Complete project state snapshot: Phase 4B RMT-PPAD Integration 2025-11-14 09:06:09 +00:00
coral-edge-tpu-on-raspberry-pi.md Complete project state snapshot: Phase 4B RMT-PPAD Integration 2025-11-14 09:06:09 +00:00
data-collection-and-annotation.md Complete project state snapshot: Phase 4B RMT-PPAD Integration 2025-11-14 09:06:09 +00:00
deepstream-nvidia-jetson.md Complete project state snapshot: Phase 4B RMT-PPAD Integration 2025-11-14 09:06:09 +00:00
defining-project-goals.md Complete project state snapshot: Phase 4B RMT-PPAD Integration 2025-11-14 09:06:09 +00:00
distance-calculation.md Complete project state snapshot: Phase 4B RMT-PPAD Integration 2025-11-14 09:06:09 +00:00
docker-quickstart.md Complete project state snapshot: Phase 4B RMT-PPAD Integration 2025-11-14 09:06:09 +00:00
heatmaps.md Complete project state snapshot: Phase 4B RMT-PPAD Integration 2025-11-14 09:06:09 +00:00
hyperparameter-tuning.md Complete project state snapshot: Phase 4B RMT-PPAD Integration 2025-11-14 09:06:09 +00:00
index.md Complete project state snapshot: Phase 4B RMT-PPAD Integration 2025-11-14 09:06:09 +00:00
instance-segmentation-and-tracking.md Complete project state snapshot: Phase 4B RMT-PPAD Integration 2025-11-14 09:06:09 +00:00
isolating-segmentation-objects.md Complete project state snapshot: Phase 4B RMT-PPAD Integration 2025-11-14 09:06:09 +00:00
kfold-cross-validation.md Complete project state snapshot: Phase 4B RMT-PPAD Integration 2025-11-14 09:06:09 +00:00
model-deployment-options.md Complete project state snapshot: Phase 4B RMT-PPAD Integration 2025-11-14 09:06:09 +00:00
model-deployment-practices.md Complete project state snapshot: Phase 4B RMT-PPAD Integration 2025-11-14 09:06:09 +00:00
model-evaluation-insights.md Complete project state snapshot: Phase 4B RMT-PPAD Integration 2025-11-14 09:06:09 +00:00
model-monitoring-and-maintenance.md Complete project state snapshot: Phase 4B RMT-PPAD Integration 2025-11-14 09:06:09 +00:00
model-testing.md Complete project state snapshot: Phase 4B RMT-PPAD Integration 2025-11-14 09:06:09 +00:00
model-training-tips.md Complete project state snapshot: Phase 4B RMT-PPAD Integration 2025-11-14 09:06:09 +00:00
nvidia-jetson.md Complete project state snapshot: Phase 4B RMT-PPAD Integration 2025-11-14 09:06:09 +00:00
object-blurring.md Complete project state snapshot: Phase 4B RMT-PPAD Integration 2025-11-14 09:06:09 +00:00
object-counting.md Complete project state snapshot: Phase 4B RMT-PPAD Integration 2025-11-14 09:06:09 +00:00
object-cropping.md Complete project state snapshot: Phase 4B RMT-PPAD Integration 2025-11-14 09:06:09 +00:00
optimizing-openvino-latency-vs-throughput-modes.md Complete project state snapshot: Phase 4B RMT-PPAD Integration 2025-11-14 09:06:09 +00:00
parking-management.md Complete project state snapshot: Phase 4B RMT-PPAD Integration 2025-11-14 09:06:09 +00:00
preprocessing_annotated_data.md Complete project state snapshot: Phase 4B RMT-PPAD Integration 2025-11-14 09:06:09 +00:00
queue-management.md Complete project state snapshot: Phase 4B RMT-PPAD Integration 2025-11-14 09:06:09 +00:00
raspberry-pi.md Complete project state snapshot: Phase 4B RMT-PPAD Integration 2025-11-14 09:06:09 +00:00
region-counting.md Complete project state snapshot: Phase 4B RMT-PPAD Integration 2025-11-14 09:06:09 +00:00
ros-quickstart.md Complete project state snapshot: Phase 4B RMT-PPAD Integration 2025-11-14 09:06:09 +00:00
sahi-tiled-inference.md Complete project state snapshot: Phase 4B RMT-PPAD Integration 2025-11-14 09:06:09 +00:00
security-alarm-system.md Complete project state snapshot: Phase 4B RMT-PPAD Integration 2025-11-14 09:06:09 +00:00
speed-estimation.md Complete project state snapshot: Phase 4B RMT-PPAD Integration 2025-11-14 09:06:09 +00:00
steps-of-a-cv-project.md Complete project state snapshot: Phase 4B RMT-PPAD Integration 2025-11-14 09:06:09 +00:00
streamlit-live-inference.md Complete project state snapshot: Phase 4B RMT-PPAD Integration 2025-11-14 09:06:09 +00:00
triton-inference-server.md Complete project state snapshot: Phase 4B RMT-PPAD Integration 2025-11-14 09:06:09 +00:00
view-results-in-terminal.md Complete project state snapshot: Phase 4B RMT-PPAD Integration 2025-11-14 09:06:09 +00:00
vision-eye.md Complete project state snapshot: Phase 4B RMT-PPAD Integration 2025-11-14 09:06:09 +00:00
workouts-monitoring.md Complete project state snapshot: Phase 4B RMT-PPAD Integration 2025-11-14 09:06:09 +00:00
yolo-common-issues.md Complete project state snapshot: Phase 4B RMT-PPAD Integration 2025-11-14 09:06:09 +00:00
yolo-performance-metrics.md Complete project state snapshot: Phase 4B RMT-PPAD Integration 2025-11-14 09:06:09 +00:00
yolo-thread-safe-inference.md Complete project state snapshot: Phase 4B RMT-PPAD Integration 2025-11-14 09:06:09 +00:00