lugan's picture
PV_Multi_Defect-corrected: 1044 images / 3403 boxes / 5 classes. Removed 61 byte-identical duplicates and 3 orphan/empty files, kept the near-duplicate cluster on one side of a seeded 70/15/15 stratified split, cleaned VOC metadata (personal hard-coded path + bogus folder), added YOLO TXT + classes.txt + data.yaml + CSVs
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<annotation>
<folder>PV-Multi-Defect</folder>
<filename>img10019.jpg</filename>
<source>
<database>PV-Multi-Defect (Li et al., Electronics 2023)</database>
</source>
<size>
<width>600</width>
<height>600</height>
<depth>1</depth>
</size>
<segmented>0</segmented>
<object>
<name>hot_spot</name>
<pose>Unspecified</pose>
<truncated>0</truncated>
<difficult>0</difficult>
<bndbox>
<xmin>62</xmin>
<ymin>176</ymin>
<xmax>142</xmax>
<ymax>228</ymax>
</bndbox>
</object>
<object>
<name>hot_spot</name>
<pose>Unspecified</pose>
<truncated>0</truncated>
<difficult>0</difficult>
<bndbox>
<xmin>66</xmin>
<ymin>240</ymin>
<xmax>149</xmax>
<ymax>296</ymax>
</bndbox>
</object>
<object>
<name>hot_spot</name>
<pose>Unspecified</pose>
<truncated>0</truncated>
<difficult>0</difficult>
<bndbox>
<xmin>68</xmin>
<ymin>147</ymin>
<xmax>132</xmax>
<ymax>164</ymax>
</bndbox>
</object>
<object>
<name>hot_spot</name>
<pose>Unspecified</pose>
<truncated>0</truncated>
<difficult>0</difficult>
<bndbox>
<xmin>309</xmin>
<ymin>178</ymin>
<xmax>441</xmax>
<ymax>230</ymax>
</bndbox>
</object>
<object>
<name>hot_spot</name>
<pose>Unspecified</pose>
<truncated>0</truncated>
<difficult>0</difficult>
<bndbox>
<xmin>309</xmin>
<ymin>234</ymin>
<xmax>440</xmax>
<ymax>292</ymax>
</bndbox>
</object>
<object>
<name>hot_spot</name>
<pose>Unspecified</pose>
<truncated>0</truncated>
<difficult>0</difficult>
<bndbox>
<xmin>322</xmin>
<ymin>115</ymin>
<xmax>439</xmax>
<ymax>170</ymax>
</bndbox>
</object>
<object>
<name>hot_spot</name>
<pose>Unspecified</pose>
<truncated>0</truncated>
<difficult>0</difficult>
<bndbox>
<xmin>324</xmin>
<ymin>304</ymin>
<xmax>435</xmax>
<ymax>346</ymax>
</bndbox>
</object>
<object>
<name>hot_spot</name>
<pose>Unspecified</pose>
<truncated>0</truncated>
<difficult>0</difficult>
<bndbox>
<xmin>453</xmin>
<ymin>246</ymin>
<xmax>577</xmax>
<ymax>290</ymax>
</bndbox>
</object>
<object>
<name>hot_spot</name>
<pose>Unspecified</pose>
<truncated>0</truncated>
<difficult>0</difficult>
<bndbox>
<xmin>465</xmin>
<ymin>189</ymin>
<xmax>559</xmax>
<ymax>228</ymax>
</bndbox>
</object>
<object>
<name>hot_spot</name>
<pose>Unspecified</pose>
<truncated>0</truncated>
<difficult>0</difficult>
<bndbox>
<xmin>466</xmin>
<ymin>311</ymin>
<xmax>559</xmax>
<ymax>339</ymax>
</bndbox>
</object>
<object>
<name>no_electricity</name>
<pose>Unspecified</pose>
<truncated>0</truncated>
<difficult>0</difficult>
<bndbox>
<xmin>154</xmin>
<ymin>7</ymin>
<xmax>300</xmax>
<ymax>589</ymax>
</bndbox>
</object>
</annotation>