Tree Image Search CBIR

He thong truy van anh cay theo noi dung anh, su dung vector dac trung 62 chieu:

Cai dat

python3 -m pip install -r requirements.txt
python3 -m pip install gradio pillow rembg

Lenh nay trich xuat dac trung 62 chieu tu dataset, fit Z-score normalizer va tao lai vector_db.npz, normalizer.npz.

python3 main.py --build --image_dir Raw_Tree_Dataset_Test

Ket qua mong doi:

Records    : 1769
So chieu   : 62
Loai cay   : 20

python3 app.py

Sau khi chay, mo trinh duyet tai:

http://127.0.0.1:7860

python3 main.py --query Raw_Tree_Dataset_Test/10_Jacaranda_Tree/000001.jpg --k 5

Danh gia nhanh tren mau nho:

python3 evaluate.py --k 5 --sample 200

Danh gia toan bo database:

python3 evaluate.py --k 5

python3 demo.py Raw_Tree_Dataset_Test/10_Jacaranda_Tree/000001.jpg

Name		Name	Last commit message	Last commit date
features		features
preprocessing		preprocessing
.DS_Store		.DS_Store
.gitignore		.gitignore
BaoCao_ChinhThuc_TheoMau.md		BaoCao_ChinhThuc_TheoMau.md
CAU_HOI_BAO_VE_PROJECT.md		CAU_HOI_BAO_VE_PROJECT.md
FEATURES.md		FEATURES.md
Nhóm 18 _ Báo cáo hệ cơ sở dữ liệu đa phương tiện.docx		Nhóm 18 _ Báo cáo hệ cơ sở dữ liệu đa phương tiện.docx
README.md		README.md
app.py		app.py
crawl.py		crawl.py
crawl_v2.py		crawl_v2.py
demo.py		demo.py
evaluate.py		evaluate.py
evaluate_map.py		evaluate_map.py
feature_extractor.py		feature_extractor.py
main.py		main.py
normalizer.npz		normalizer.npz
preprocessing_main.py		preprocessing_main.py
requirements.txt		requirements.txt
tree_features.txt		tree_features.txt
vector_db.npz		vector_db.npz
vector_db.py		vector_db.py
vector_normalizer.py		vector_normalizer.py