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@@ -63,14 +63,6 @@ sees a wall crack, they have three options: pay ₹2,000–8,000 for a civil
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  engineer, ask a mason who has a conflict of interest, or Google it and get
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  scared. GharScan is the affordable first answer.
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- ## Model
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-
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- - **Base**: MiniCPM-V 2.0 by OpenBMB (2.8B parameters)
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- - **Fine-tuned on**: 14,000+ building defect images (CODEBRIM, CrackSeg9k,
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- SDNET2018, MCrack1300, dacl1k) + India-specific web-scraped images
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- - **Runtime**: HuggingFace ZeroGPU (no cloud API — fully offline inference)
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- - **GGUF**: Available at `ritvik412/gharscan-minicpm-v2-gguf` for llama.cpp
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-
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  ## Technical Architecture
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  | Layer | Technology |
@@ -132,7 +124,7 @@ If you use the GharScan dataset or model:
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  ```
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  @misc{gharscan2026,
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  title = {GharScan: AI Building Defect Inspector for Indian Residential Properties},
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- author = {ritvik412},
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  year = {2026},
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  url = {https://huggingface.co/spaces/build-small-hackathon/gharscan}
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  }
 
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  engineer, ask a mason who has a conflict of interest, or Google it and get
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  scared. GharScan is the affordable first answer.
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  ## Technical Architecture
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  | Layer | Technology |
 
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  ```
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  @misc{gharscan2026,
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  title = {GharScan: AI Building Defect Inspector for Indian Residential Properties},
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+ author = {ritvik360},
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  year = {2026},
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  url = {https://huggingface.co/spaces/build-small-hackathon/gharscan}
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  }