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bev-project/RMT-PPAD-main/docs/en/reference/data/explorer/gui/dash.md

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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 17:06:09 +08:00
---
comments: true
description: Explore the functionalities of Ultralytics Explorer with our comprehensive GUI dash documentation.
keywords: Ultralytics, Explorer, GUI, dash, documentation, data explorer, AI query, SQL query, image similarity
---
# Reference for `ultralytics/data/explorer/gui/dash.py`
!!! note
This file is available at [https://github.com/ultralytics/ultralytics/blob/main/ultralytics/data/explorer/gui/dash.py](https://github.com/ultralytics/ultralytics/blob/main/ultralytics/data/explorer/gui/dash.py). If you spot a problem please help fix it by [contributing](https://docs.ultralytics.com/help/contributing/) a [Pull Request](https://github.com/ultralytics/ultralytics/edit/main/ultralytics/data/explorer/gui/dash.py) 🛠️. Thank you 🙏!
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## ::: ultralytics.data.explorer.gui.dash._get_explorer
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## ::: ultralytics.data.explorer.gui.dash.init_explorer_form
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## ::: ultralytics.data.explorer.gui.dash.query_form
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## ::: ultralytics.data.explorer.gui.dash.ai_query_form
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## ::: ultralytics.data.explorer.gui.dash.find_similar_imgs
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## ::: ultralytics.data.explorer.gui.dash.similarity_form
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## ::: ultralytics.data.explorer.gui.dash.run_sql_query
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## ::: ultralytics.data.explorer.gui.dash.run_ai_query
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## ::: ultralytics.data.explorer.gui.dash.reset_explorer
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## ::: ultralytics.data.explorer.gui.dash.utralytics_explorer_docs_callback
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## ::: ultralytics.data.explorer.gui.dash.layout
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