bev-project/tools
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
..
analysis Complete project state snapshot: Phase 4B RMT-PPAD Integration 2025-11-14 09:06:09 +00:00
data_converter Complete project state snapshot: Phase 4B RMT-PPAD Integration 2025-11-14 09:06:09 +00:00
pruning Complete project state snapshot: Phase 4B RMT-PPAD Integration 2025-11-14 09:06:09 +00:00
analyze_model_params.py Complete project state snapshot: Phase 4B RMT-PPAD Integration 2025-11-14 09:06:09 +00:00
benchmark.py [debug] fix bug for benchmark 2022-07-12 12:05:47 +08:00
convert_bevfusion_output_to_carla.py Complete project state snapshot: Phase 4B RMT-PPAD Integration 2025-11-14 09:06:09 +00:00
convert_to_carla_opendrive.py Complete project state snapshot: Phase 4B RMT-PPAD Integration 2025-11-14 09:06:09 +00:00
create_data.py Complete project state snapshot: Phase 4B RMT-PPAD Integration 2025-11-14 09:06:09 +00:00
download_pretrained copy.sh Complete project state snapshot: Phase 4B RMT-PPAD Integration 2025-11-14 09:06:09 +00:00
download_pretrained.sh Update download_pretrained.sh 2024-03-28 20:41:58 -04:00
export.py [Major] Code release. 2022-06-03 04:21:18 +00:00
test.py Complete project state snapshot: Phase 4B RMT-PPAD Integration 2025-11-14 09:06:09 +00:00
train.py Complete project state snapshot: Phase 4B RMT-PPAD Integration 2025-11-14 09:06:09 +00:00
visualize.py Complete project state snapshot: Phase 4B RMT-PPAD Integration 2025-11-14 09:06:09 +00:00
visualize_single.py Complete project state snapshot: Phase 4B RMT-PPAD Integration 2025-11-14 09:06:09 +00:00
visualize_vector_map.py Complete project state snapshot: Phase 4B RMT-PPAD Integration 2025-11-14 09:06:09 +00:00