Datasets:

RobotHuman
/

PCB_defect

xml stringlengths 571 1.79k
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<annotation> <folder>Missing_hole</folder> <filename>08_missing_hole_02.jpg</filename> <path>/home/weapon/Desktop/PCB_DATASET/Missing_hole/08_missing_hole_02.jpg</path> <source> <database>Unknown</database> </source> <size> <width>2759</width> <height>2154</height> <depth>3</depth> </size> <segmented>0</segmented> <object> <name>missing_hole</name> <pose>Unspecified</pose> <truncated>0</truncated> <difficult>0</difficult> <bndbox> <xmin>2133</xmin> <ymin>944</ymin> <xmax>2197</xmax> <ymax>1008</ymax> </bndbox> </object> <object> <name>missing_hole</name> <pose>Unspecified</pose> <truncated>0</truncated> <difficult>0</difficult> <bndbox> <xmin>2319</xmin> <ymin>1328</ymin> <xmax>2378</xmax> <ymax>1392</ymax> </bndbox> </object> <object> <name>missing_hole</name> <pose>Unspecified</pose> <truncated>0</truncated> <difficult>0</difficult> <bndbox> <xmin>964</xmin> <ymin>747</ymin> <xmax>1028</xmax> <ymax>805</ymax> </bndbox> </object> <object> <name>missing_hole</name> <pose>Unspecified</pose> <truncated>0</truncated> <difficult>0</difficult> <bndbox> <xmin>1823</xmin> <ymin>1561</ymin> <xmax>1891</xmax> <ymax>1631</ymax> </bndbox> </object> <object> <name>missing_hole</name> <pose>Unspecified</pose> <truncated>0</truncated> <difficult>0</difficult> <bndbox> <xmin>1035</xmin> <ymin>1441</ymin> <xmax>1100</xmax> <ymax>1515</ymax> </bndbox> </object> </annotation>
<annotation> <folder>Missing_hole</folder> <filename>08_missing_hole_03.jpg</filename> <path>/home/weapon/Desktop/PCB_DATASET/Missing_hole/08_missing_hole_03.jpg</path> <source> <database>Unknown</database> </source> <size> <width>2759</width> <height>2154</height> <depth>3</depth> </size> <segmented>0</segmented> <object> <name>missing_hole</name> <pose>Unspecified</pose> <truncated>0</truncated> <difficult>0</difficult> <bndbox> <xmin>2459</xmin> <ymin>1156</ymin> <xmax>2523</xmax> <ymax>1223</ymax> </bndbox> </object> <object> <name>missing_hole</name> <pose>Unspecified</pose> <truncated>0</truncated> <difficult>0</difficult> <bndbox> <xmin>819</xmin> <ymin>1438</ymin> <xmax>894</xmax> <ymax>1525</ymax> </bndbox> </object> <object> <name>missing_hole</name> <pose>Unspecified</pose> <truncated>0</truncated> <difficult>0</difficult> <bndbox> <xmin>682</xmin> <ymin>1731</ymin> <xmax>748</xmax> <ymax>1797</ymax> </bndbox> </object> <object> <name>missing_hole</name> <pose>Unspecified</pose> <truncated>0</truncated> <difficult>0</difficult> <bndbox> <xmin>1381</xmin> <ymin>1738</ymin> <xmax>1450</xmax> <ymax>1798</ymax> </bndbox> </object> <object> <name>missing_hole</name> <pose>Unspecified</pose> <truncated>0</truncated> <difficult>0</difficult> <bndbox> <xmin>1382</xmin> <ymin>1444</ymin> <xmax>1440</xmax> <ymax>1510</ymax> </bndbox> </object> </annotation>
<annotation> <folder>Missing_hole</folder> <filename>08_missing_hole_04.jpg</filename> <path>/home/weapon/Desktop/PCB_DATASET/Missing_hole/08_missing_hole_04.jpg</path> <source> <database>Unknown</database> </source> <size> <width>2759</width> <height>2154</height> <depth>3</depth> </size> <segmented>0</segmented> <object> <name>missing_hole</name> <pose>Unspecified</pose> <truncated>0</truncated> <difficult>0</difficult> <bndbox> <xmin>1037</xmin> <ymin>1036</ymin> <xmax>1099</xmax> <ymax>1088</ymax> </bndbox> </object> <object> <name>missing_hole</name> <pose>Unspecified</pose> <truncated>0</truncated> <difficult>0</difficult> <bndbox> <xmin>1730</xmin> <ymin>1039</ymin> <xmax>1796</xmax> <ymax>1098</ymax> </bndbox> </object> <object> <name>missing_hole</name> <pose>Unspecified</pose> <truncated>0</truncated> <difficult>0</difficult> <bndbox> <xmin>378</xmin> <ymin>467</ymin> <xmax>441</xmax> <ymax>531</ymax> </bndbox> </object> <object> <name>missing_hole</name> <pose>Unspecified</pose> <truncated>0</truncated> <difficult>0</difficult> <bndbox> <xmin>155</xmin> <ymin>977</ymin> <xmax>212</xmax> <ymax>1039</ymax> </bndbox> </object> </annotation>
<annotation> <folder>Missing_hole</folder> <filename>08_missing_hole_05.jpg</filename> <path>/home/weapon/Desktop/PCB_DATASET/Missing_hole/08_missing_hole_05.jpg</path> <source> <database>Unknown</database> </source> <size> <width>2759</width> <height>2154</height> <depth>3</depth> </size> <segmented>0</segmented> <object> <name>missing_hole</name> <pose>Unspecified</pose> <truncated>0</truncated> <difficult>0</difficult> <bndbox> <xmin>1176</xmin> <ymin>1444</ymin> <xmax>1241</xmax> <ymax>1516</ymax> </bndbox> </object> <object> <name>missing_hole</name> <pose>Unspecified</pose> <truncated>0</truncated> <difficult>0</difficult> <bndbox> <xmin>966</xmin> <ymin>741</ymin> <xmax>1037</xmax> <ymax>813</ymax> </bndbox> </object> <object> <name>missing_hole</name> <pose>Unspecified</pose> <truncated>0</truncated> <difficult>0</difficult> <bndbox> <xmin>159</xmin> <ymin>982</ymin> <xmax>214</xmax> <ymax>1031</ymax> </bndbox> </object> <object> <name>missing_hole</name> <pose>Unspecified</pose> <truncated>0</truncated> <difficult>0</difficult> <bndbox> <xmin>2002</xmin> <ymin>405</ymin> <xmax>2064</xmax> <ymax>462</ymax> </bndbox> </object> <object> <name>missing_hole</name> <pose>Unspecified</pose> <truncated>0</truncated> <difficult>0</difficult> <bndbox> <xmin>238</xmin> <ymin>634</ymin> <xmax>304</xmax> <ymax>692</ymax> </bndbox> </object> </annotation>
<annotation> <folder>Missing_hole</folder> <filename>08_missing_hole_06.jpg</filename> <path>/home/weapon/Desktop/PCB_DATASET/Missing_hole/08_missing_hole_06.jpg</path> <source> <database>Unknown</database> </source> <size> <width>2759</width> <height>2154</height> <depth>3</depth> </size> <segmented>0</segmented> <object> <name>missing_hole</name> <pose>Unspecified</pose> <truncated>0</truncated> <difficult>0</difficult> <bndbox> <xmin>1387</xmin> <ymin>1030</ymin> <xmax>1448</xmax> <ymax>1097</ymax> </bndbox> </object> <object> <name>missing_hole</name> <pose>Unspecified</pose> <truncated>0</truncated> <difficult>0</difficult> <bndbox> <xmin>2004</xmin> <ymin>1608</ymin> <xmax>2061</xmax> <ymax>1666</ymax> </bndbox> </object> <object> <name>missing_hole</name> <pose>Unspecified</pose> <truncated>0</truncated> <difficult>0</difficult> <bndbox> <xmin>1100</xmin> <ymin>1451</ymin> <xmax>1169</xmax> <ymax>1513</ymax> </bndbox> </object> <object> <name>missing_hole</name> <pose>Unspecified</pose> <truncated>0</truncated> <difficult>0</difficult> <bndbox> <xmin>1878</xmin> <ymin>751</ymin> <xmax>1937</xmax> <ymax>810</ymax> </bndbox> </object> <object> <name>missing_hole</name> <pose>Unspecified</pose> <truncated>0</truncated> <difficult>0</difficult> <bndbox> <xmin>1727</xmin> <ymin>2000</ymin> <xmax>1792</xmax> <ymax>2067</ymax> </bndbox> </object> </annotation>
<annotation> <folder>Missing_hole</folder> <filename>08_missing_hole_07.jpg</filename> <path>/home/weapon/Desktop/PCB_DATASET/Missing_hole/08_missing_hole_07.jpg</path> <source> <database>Unknown</database> </source> <size> <width>2759</width> <height>2154</height> <depth>3</depth> </size> <segmented>0</segmented> <object> <name>missing_hole</name> <pose>Unspecified</pose> <truncated>0</truncated> <difficult>0</difficult> <bndbox> <xmin>1876</xmin> <ymin>1036</ymin> <xmax>1941</xmax> <ymax>1098</ymax> </bndbox> </object> <object> <name>missing_hole</name> <pose>Unspecified</pose> <truncated>0</truncated> <difficult>0</difficult> <bndbox> <xmin>2128</xmin> <ymin>941</ymin> <xmax>2200</xmax> <ymax>1020</ymax> </bndbox> </object> <object> <name>missing_hole</name> <pose>Unspecified</pose> <truncated>0</truncated> <difficult>0</difficult> <bndbox> <xmin>368</xmin> <ymin>1931</ymin> <xmax>438</xmax> <ymax>2002</ymax> </bndbox> </object> <object> <name>missing_hole</name> <pose>Unspecified</pose> <truncated>0</truncated> <difficult>0</difficult> <bndbox> <xmin>145</xmin> <ymin>1118</ymin> <xmax>220</xmax> <ymax>1187</ymax> </bndbox> </object> <object> <name>missing_hole</name> <pose>Unspecified</pose> <truncated>0</truncated> <difficult>0</difficult> <bndbox> <xmin>546</xmin> <ymin>739</ymin> <xmax>614</xmax> <ymax>811</ymax> </bndbox> </object> </annotation>
<annotation> <folder>Missing_hole</folder> <filename>08_missing_hole_08.jpg</filename> <path>/home/weapon/Desktop/PCB_DATASET/Missing_hole/08_missing_hole_08.jpg</path> <source> <database>Unknown</database> </source> <size> <width>2759</width> <height>2154</height> <depth>3</depth> </size> <segmented>0</segmented> <object> <name>missing_hole</name> <pose>Unspecified</pose> <truncated>0</truncated> <difficult>0</difficult> <bndbox> <xmin>1304</xmin> <ymin>1444</ymin> <xmax>1381</xmax> <ymax>1518</ymax> </bndbox> </object> <object> <name>missing_hole</name> <pose>Unspecified</pose> <truncated>0</truncated> <difficult>0</difficult> <bndbox> <xmin>2312</xmin> <ymin>1051</ymin> <xmax>2384</xmax> <ymax>1116</ymax> </bndbox> </object> <object> <name>missing_hole</name> <pose>Unspecified</pose> <truncated>0</truncated> <difficult>0</difficult> <bndbox> <xmin>2609</xmin> <ymin>1220</ymin> <xmax>2668</xmax> <ymax>1275</ymax> </bndbox> </object> <object> <name>missing_hole</name> <pose>Unspecified</pose> <truncated>0</truncated> <difficult>0</difficult> <bndbox> <xmin>2123</xmin> <ymin>1425</ymin> <xmax>2192</xmax> <ymax>1497</ymax> </bndbox> </object> <object> <name>missing_hole</name> <pose>Unspecified</pose> <truncated>0</truncated> <difficult>0</difficult> <bndbox> <xmin>617</xmin> <ymin>744</ymin> <xmax>681</xmax> <ymax>805</ymax> </bndbox> </object> </annotation>
<annotation> <folder>Missing_hole</folder> <filename>08_missing_hole_09.jpg</filename> <path>/home/weapon/Desktop/PCB_DATASET/Missing_hole/08_missing_hole_09.jpg</path> <source> <database>Unknown</database> </source> <size> <width>2759</width> <height>2154</height> <depth>3</depth> </size> <segmented>0</segmented> <object> <name>missing_hole</name> <pose>Unspecified</pose> <truncated>0</truncated> <difficult>0</difficult> <bndbox> <xmin>966</xmin> <ymin>746</ymin> <xmax>1030</xmax> <ymax>806</ymax> </bndbox> </object> <object> <name>missing_hole</name> <pose>Unspecified</pose> <truncated>0</truncated> <difficult>0</difficult> <bndbox> <xmin>823</xmin> <ymin>1034</ymin> <xmax>889</xmax> <ymax>1098</ymax> </bndbox> </object> <object> <name>missing_hole</name> <pose>Unspecified</pose> <truncated>0</truncated> <difficult>0</difficult> <bndbox> <xmin>1658</xmin> <ymin>1449</ymin> <xmax>1725</xmax> <ymax>1520</ymax> </bndbox> </object> <object> <name>missing_hole</name> <pose>Unspecified</pose> <truncated>0</truncated> <difficult>0</difficult> <bndbox> <xmin>1997</xmin> <ymin>1606</ymin> <xmax>2061</xmax> <ymax>1664</ymax> </bndbox> </object> <object> <name>missing_hole</name> <pose>Unspecified</pose> <truncated>0</truncated> <difficult>0</difficult> <bndbox> <xmin>1720</xmin> <ymin>544</ymin> <xmax>1786</xmax> <ymax>605</ymax> </bndbox> </object> </annotation>
<annotation> <folder>Missing_hole</folder> <filename>08_missing_hole_10.jpg</filename> <path>/home/weapon/Desktop/PCB_DATASET/Missing_hole/08_missing_hole_10.jpg</path> <source> <database>Unknown</database> </source> <size> <width>2759</width> <height>2154</height> <depth>3</depth> </size> <segmented>0</segmented> <object> <name>missing_hole</name> <pose>Unspecified</pose> <truncated>0</truncated> <difficult>0</difficult> <bndbox> <xmin>1876</xmin> <ymin>1036</ymin> <xmax>1938</xmax> <ymax>1092</ymax> </bndbox> </object> <object> <name>missing_hole</name> <pose>Unspecified</pose> <truncated>0</truncated> <difficult>0</difficult> <bndbox> <xmin>822</xmin> <ymin>1444</ymin> <xmax>886</xmax> <ymax>1513</ymax> </bndbox> </object> <object> <name>missing_hole</name> <pose>Unspecified</pose> <truncated>0</truncated> <difficult>0</difficult> <bndbox> <xmin>238</xmin> <ymin>633</ymin> <xmax>304</xmax> <ymax>687</ymax> </bndbox> </object> <object> <name>missing_hole</name> <pose>Unspecified</pose> <truncated>0</truncated> <difficult>0</difficult> <bndbox> <xmin>2291</xmin> <ymin>1639</ymin> <xmax>2345</xmax> <ymax>1702</ymax> </bndbox> </object> <object> <name>missing_hole</name> <pose>Unspecified</pose> <truncated>0</truncated> <difficult>0</difficult> <bndbox> <xmin>1948</xmin> <ymin>1382</ymin> <xmax>1989</xmax> <ymax>1423</ymax> </bndbox> </object> </annotation>
<annotation> <folder>Missing_hole</folder> <filename>09_missing_hole_01.jpg</filename> <path>/home/weapon/Desktop/PCB_DATASET/Missing_hole/09_missing_hole_01.jpg</path> <source> <database>Unknown</database> </source> <size> <width>2775</width> <height>2159</height> <depth>3</depth> </size> <segmented>0</segmented> <object> <name>missing_hole</name> <pose>Unspecified</pose> <truncated>0</truncated> <difficult>0</difficult> <bndbox> <xmin>2025</xmin> <ymin>499</ymin> <xmax>2086</xmax> <ymax>564</ymax> </bndbox> </object> <object> <name>missing_hole</name> <pose>Unspecified</pose> <truncated>0</truncated> <difficult>0</difficult> <bndbox> <xmin>2336</xmin> <ymin>987</ymin> <xmax>2399</xmax> <ymax>1043</ymax> </bndbox> </object> <object> <name>missing_hole</name> <pose>Unspecified</pose> <truncated>0</truncated> <difficult>0</difficult> <bndbox> <xmin>2231</xmin> <ymin>1877</ymin> <xmax>2307</xmax> <ymax>1945</ymax> </bndbox> </object> <object> <name>missing_hole</name> <pose>Unspecified</pose> <truncated>0</truncated> <difficult>0</difficult> <bndbox> <xmin>1186</xmin> <ymin>1700</ymin> <xmax>1240</xmax> <ymax>1753</ymax> </bndbox> </object> <object> <name>missing_hole</name> <pose>Unspecified</pose> <truncated>0</truncated> <difficult>0</difficult> <bndbox> <xmin>1122</xmin> <ymin>1059</ymin> <xmax>1187</xmax> <ymax>1122</ymax> </bndbox> </object> </annotation>
<annotation> <folder>Missing_hole</folder> <filename>09_missing_hole_02.jpg</filename> <path>/home/weapon/Desktop/PCB_DATASET/Missing_hole/09_missing_hole_02.jpg</path> <source> <database>Unknown</database> </source> <size> <width>2775</width> <height>2159</height> <depth>3</depth> </size> <segmented>0</segmented> <object> <name>missing_hole</name> <pose>Unspecified</pose> <truncated>0</truncated> <difficult>0</difficult> <bndbox> <xmin>777</xmin> <ymin>640</ymin> <xmax>836</xmax> <ymax>704</ymax> </bndbox> </object> <object> <name>missing_hole</name> <pose>Unspecified</pose> <truncated>0</truncated> <difficult>0</difficult> <bndbox> <xmin>1195</xmin> <ymin>643</ymin> <xmax>1258</xmax> <ymax>708</ymax> </bndbox> </object> <object> <name>missing_hole</name> <pose>Unspecified</pose> <truncated>0</truncated> <difficult>0</difficult> <bndbox> <xmin>387</xmin> <ymin>1446</ymin> <xmax>453</xmax> <ymax>1508</ymax> </bndbox> </object> <object> <name>missing_hole</name> <pose>Unspecified</pose> <truncated>0</truncated> <difficult>0</difficult> <bndbox> <xmin>2467</xmin> <ymin>1551</ymin> <xmax>2536</xmax> <ymax>1622</ymax> </bndbox> </object> <object> <name>missing_hole</name> <pose>Unspecified</pose> <truncated>0</truncated> <difficult>0</difficult> <bndbox> <xmin>912</xmin> <ymin>353</ymin> <xmax>981</xmax> <ymax>413</ymax> </bndbox> </object> </annotation>
<annotation> <folder>Missing_hole</folder> <filename>09_missing_hole_03.jpg</filename> <path>/home/weapon/Desktop/PCB_DATASET/Missing_hole/09_missing_hole_03.jpg</path> <source> <database>Unknown</database> </source> <size> <width>2775</width> <height>2159</height> <depth>3</depth> </size> <segmented>0</segmented> <object> <name>missing_hole</name> <pose>Unspecified</pose> <truncated>0</truncated> <difficult>0</difficult> <bndbox> <xmin>1543</xmin> <ymin>358</ymin> <xmax>1612</xmax> <ymax>422</ymax> </bndbox> </object> <object> <name>missing_hole</name> <pose>Unspecified</pose> <truncated>0</truncated> <difficult>0</difficult> <bndbox> <xmin>1897</xmin> <ymin>646</ymin> <xmax>1961</xmax> <ymax>720</ymax> </bndbox> </object> <object> <name>missing_hole</name> <pose>Unspecified</pose> <truncated>0</truncated> <difficult>0</difficult> <bndbox> <xmin>563</xmin> <ymin>1058</ymin> <xmax>630</xmax> <ymax>1118</ymax> </bndbox> </object> <object> <name>missing_hole</name> <pose>Unspecified</pose> <truncated>0</truncated> <difficult>0</difficult> <bndbox> <xmin>199</xmin> <ymin>638</ymin> <xmax>276</xmax> <ymax>704</ymax> </bndbox> </object> <object> <name>missing_hole</name> <pose>Unspecified</pose> <truncated>0</truncated> <difficult>0</difficult> <bndbox> <xmin>1833</xmin> <ymin>97</ymin> <xmax>1900</xmax> <ymax>158</ymax> </bndbox> </object> </annotation>
<annotation> <folder>Missing_hole</folder> <filename>09_missing_hole_04.jpg</filename> <path>/home/weapon/Desktop/PCB_DATASET/Missing_hole/09_missing_hole_04.jpg</path> <source> <database>Unknown</database> </source> <size> <width>2775</width> <height>2159</height> <depth>3</depth> </size> <segmented>0</segmented> <object> <name>missing_hole</name> <pose>Unspecified</pose> <truncated>0</truncated> <difficult>0</difficult> <bndbox> <xmin>1120</xmin> <ymin>356</ymin> <xmax>1194</xmax> <ymax>413</ymax> </bndbox> </object> <object> <name>missing_hole</name> <pose>Unspecified</pose> <truncated>0</truncated> <difficult>0</difficult> <bndbox> <xmin>567</xmin> <ymin>1058</ymin> <xmax>625</xmax> <ymax>1118</ymax> </bndbox> </object> <object> <name>missing_hole</name> <pose>Unspecified</pose> <truncated>0</truncated> <difficult>0</difficult> <bndbox> <xmin>845</xmin> <ymin>1340</ymin> <xmax>904</xmax> <ymax>1408</ymax> </bndbox> </object> <object> <name>missing_hole</name> <pose>Unspecified</pose> <truncated>0</truncated> <difficult>0</difficult> <bndbox> <xmin>2148</xmin> <ymin>1154</ymin> <xmax>2212</xmax> <ymax>1223</ymax> </bndbox> </object> <object> <name>missing_hole</name> <pose>Unspecified</pose> <truncated>0</truncated> <difficult>0</difficult> <bndbox> <xmin>2151</xmin> <ymin>674</ymin> <xmax>2215</xmax> <ymax>740</ymax> </bndbox> </object> <object> <name>missing_hole</name> <pose>Unspecified</pose> <truncated>0</truncated> <difficult>0</difficult> <bndbox> <xmin>1328</xmin> <ymin>1059</ymin> <xmax>1395</xmax> <ymax>1125</ymax> </bndbox> </object> </annotation>

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⚡ 데이터셋 요약

본 데이터셋은 naked PCB(부품 실장 전 PCB) 이미지로 구성되어 있으며, 총 1386장, 6종 결함, 이미지당 3~5개 결함을 포함
이미지는 실제 AOI 유사 촬영 시스템으로 템플릿 보드를 촬영한 뒤, Photoshop으로 결함을 삽입해 합성
즉, “현장(real) 결함”이 아니라, 제어된 합성 결함이라는 점이 데이터 해석/일반화에서 중요한 전제

🌳 데이터셋 구조

PCB_defect/
├── README.md
├── Meta Data/
│   └── Huang et al.(2019), A PCB Dataset for Defects Detection and Classification.pdf
├── Missing_hole/                      # 결함 유형
│   ├── missing_hole01.jpg             # [입력] PCB 이미지
│   ├── missing_hole02.jpg
│   ├── missing_hole03.jpg
│   ├── missing_hole01_annotation.xml  # [출력] PCB 결함 영역 Bounding box 좌표
│   ├── missing_hole02_annotation.xml
│   ├── missing_hole03_annotation.xml
│   └── ...
├── Mouse_bite/  
├── Open_circuit/  
├── Short/  
├── Spur/  
└── Spurious_copper/

<결함 유형 6가지>

Missing Hole(구멍 누락): 뚫려 있어야 할 구멍이 없음
Mouse Bite(마우스 바이트): 배선이나 패드 끝부분이 갉아먹은 듯이 깎여 나감
Open Circuit(단선): 연결되어야 할 회로가 끊어짐
Short(단락): 서로 닿지 않아야 할 회로가 붙어버림
Spur(돌기): 회로 옆으로 작게 튀어나온 구리 잔여물
Spurious Copper(구리 잔여물): 회로와 상관없는 위치에 흩뿌려진 구리 조각

🎯 AI 모델 설명(모델 개발 완료 시)

사용 알고리즘: Reference 비교 기반 검출 알고리즘 + CNN
모델 사용 목적: 결함 위치 검출, 결함 유형 분류
모델 입력값: PCB 이미지
모델 출력값: PCB 결함 유형

⛏️ 데이터셋 출처

저장소: https://www.kaggle.com/datasets/akhatova/pcb-defects
논문: Huang, Weibo, and Peng Wei. "A PCB dataset for defects detection and classification." arXiv preprint arXiv:1901.08204 (2019)
기관: Open Lab on Human Robot Interaction, Peking University
설비/제품: -

👨‍💻 작성자 정보

데이터셋 구축 기관: 한국전자기술연구원 자율제조연구센터
담당자명: 박동현
연락처: [email protected] / 010-5555-6666
작성 일자: 2026.01.13
데이터셋 공개 가능 여부: 공개 가능

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Paper for RobotHuman/PCB_defect

A PCB Dataset for Defects Detection and Classification

Paper • 1901.08204 • Published Jan 24, 2019