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0000000000000000000000000000000000000000..7fbd453dc6dcd47bacd91958ff04b7ceafc273cd --- /dev/null +++ b/Annotations/img10041.xml @@ -0,0 +1,37 @@ + + PV-Multi-Defect + img10041.jpg + + PV-Multi-Defect (Li et al., Electronics 2023) + + + 600 + 600 + 1 + + 0 + + scratch + Unspecified + 0 + 0 + + 112 + 313 + 130 + 374 + + + + scratch + Unspecified + 0 + 0 + + 166 + 125 + 180 + 160 + + + diff --git a/Annotations/img10049.xml b/Annotations/img10049.xml new file mode 100644 index 0000000000000000000000000000000000000000..ac38c49ed11418aabd31f32c11adaf5134c1ace5 --- /dev/null +++ b/Annotations/img10049.xml @@ -0,0 +1,37 @@ + + PV-Multi-Defect + img10049.jpg + + PV-Multi-Defect (Li et al., Electronics 2023) + + + 600 + 600 + 1 + + 0 + + scratch + Unspecified + 0 + 0 + + 242 + 557 + 264 + 594 + + + + scratch + Unspecified + 0 + 0 + + 424 + 170 + 437 + 234 + + + diff --git a/Annotations/img1006.xml b/Annotations/img1006.xml new file mode 100644 index 0000000000000000000000000000000000000000..01c0afffa9d3faed18ec51fb05a5663936e32edc --- /dev/null +++ b/Annotations/img1006.xml @@ -0,0 +1,25 @@ + + PV-Multi-Defect + img1006.jpg + + PV-Multi-Defect (Li et al., Electronics 2023) + + + 600 + 600 + 1 + + 0 + + no_electricity + Unspecified + 0 + 0 + + 1 + 1 + 600 + 600 + + + diff --git a/Annotations/img10064.xml b/Annotations/img10064.xml new file mode 100644 index 0000000000000000000000000000000000000000..74318e88a7e51d985c8ed24a3f8b447943ca3bf4 --- /dev/null +++ b/Annotations/img10064.xml @@ -0,0 +1,37 @@ + + PV-Multi-Defect + img10064.jpg + + PV-Multi-Defect (Li et al., Electronics 2023) + + + 600 + 600 + 1 + + 0 + + scratch + Unspecified + 0 + 0 + + 200 + 22 + 217 + 77 + + + + scratch + Unspecified + 0 + 0 + + 220 + 48 + 231 + 95 + + + diff --git a/Annotations/img10067.xml b/Annotations/img10067.xml new file mode 100644 index 0000000000000000000000000000000000000000..5242d942eb67ba975f3d031d6f3ed16512ac8dad --- /dev/null +++ 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index 0000000000000000000000000000000000000000..90504890438d11ee5b516bbdb9b019e52b0f7cac --- /dev/null +++ b/Annotations/img1013.xml @@ -0,0 +1,49 @@ + + PV-Multi-Defect + img1013.jpg + + PV-Multi-Defect (Li et al., Electronics 2023) + + + 600 + 600 + 1 + + 0 + + scratch + Unspecified + 0 + 0 + + 13 + 87 + 37 + 124 + + + + scratch + Unspecified + 0 + 0 + + 32 + 47 + 51 + 78 + + + + scratch + Unspecified + 0 + 0 + + 521 + 18 + 549 + 68 + + + diff --git a/Annotations/img10133.xml b/Annotations/img10133.xml new file mode 100644 index 0000000000000000000000000000000000000000..ae8bb5a245e4057765c16186e3e286aeed4f89f3 --- /dev/null +++ b/Annotations/img10133.xml @@ -0,0 +1,37 @@ + + PV-Multi-Defect + img10133.jpg + + PV-Multi-Defect (Li et al., Electronics 2023) + + + 600 + 600 + 1 + + 0 + + scratch + Unspecified + 0 + 0 + + 90 + 208 + 99 + 248 + + + + scratch + Unspecified + 0 + 0 + + 246 + 375 + 257 + 443 + + + diff --git a/Annotations/img10141.xml b/Annotations/img10141.xml new file mode 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100644 index 0000000000000000000000000000000000000000..6bceae6d12f17a9cce3be19118ce3868cdab8b03 --- /dev/null +++ b/Annotations/img1356.xml @@ -0,0 +1,37 @@ + + PV-Multi-Defect + img1356.jpg + + PV-Multi-Defect (Li et al., Electronics 2023) + + + 600 + 600 + 1 + + 0 + + hot_spot + Unspecified + 0 + 0 + + 311 + 370 + 333 + 442 + + + + no_electricity + Unspecified + 0 + 0 + + 149 + 1 + 302 + 596 + + + diff --git a/Annotations/img1368.xml b/Annotations/img1368.xml new file mode 100644 index 0000000000000000000000000000000000000000..d9de555b1752b6946b660f6ae111a21414ac299d --- /dev/null +++ b/Annotations/img1368.xml @@ -0,0 +1,25 @@ + + PV-Multi-Defect + img1368.jpg + + PV-Multi-Defect (Li et al., Electronics 2023) + + + 600 + 600 + 1 + + 0 + + hot_spot + Unspecified + 0 + 0 + + 71 + 1 + 118 + 34 + + + diff --git a/Annotations/img1369.xml b/Annotations/img1369.xml new file mode 100644 index 0000000000000000000000000000000000000000..422b1f44b1cf4c3da05bf39f201748a3ead737e0 --- /dev/null +++ b/Annotations/img1369.xml @@ -0,0 +1,85 @@ + + PV-Multi-Defect + img1369.jpg + + PV-Multi-Defect (Li et al., Electronics 2023) + + + 600 + 600 + 1 + + 0 + + black_border + Unspecified + 0 + 0 + + 1 + 156 + 13 + 314 + + + + black_border + Unspecified + 0 + 0 + + 132 + 30 + 161 + 184 + + + + black_border + Unspecified + 0 + 0 + + 287 + 101 + 306 + 174 + + + + black_border + Unspecified + 0 + 0 + + 289 + 225 + 312 + 500 + + + + black_border + Unspecified + 0 + 0 + + 432 + 32 + 457 + 494 + + + + broken + Unspecified + 0 + 0 + + 158 + 1 + 202 + 81 + + + diff --git a/Annotations/img1378.xml b/Annotations/img1378.xml new file mode 100644 index 0000000000000000000000000000000000000000..471d78c99bb5cab53a2ef3431bb96f6b5580147c --- /dev/null +++ b/Annotations/img1378.xml @@ -0,0 +1,25 @@ + + PV-Multi-Defect + img1378.jpg + + PV-Multi-Defect (Li et al., Electronics 2023) + + + 600 + 600 + 1 + + 0 + + scratch + Unspecified + 0 + 0 + + 317 + 177 + 332 + 230 + + + diff --git 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Please read both parts. + +-------------------------------------------------------------------------------- +PART 1 — The modifications made in this release +-------------------------------------------------------------------------------- + +The changes made to produce "PV_Multi_Defect-corrected" are released under the + + Creative Commons Attribution 4.0 International License (CC BY 4.0) + +Full legal text: https://creativecommons.org/licenses/by/4.0/legalcode + +These modifications are: + + * removal of 61 byte-identical duplicate images (61 redundant copies deleted; + one copy of each pair was kept), + * removal of 2 images that had no annotation file (img3059, img9513) and of 1 + annotation file that contained no objects (img7863), + * grouping of the single near-duplicate cluster (12 perceptually identical + images) so it is assigned entirely to one side of the split and cannot leak + across train/val/test, + * addition of a seeded, class-stratified train/val/test split (723 / 155 / 166) + — upstream ships no split at all, + * clean-up of the Pascal VOC metadata: the upstream XML carried a bogus + value ("new" / "result2"), a hard-coded local exposing a + personal Windows path (C:\Users\86151\Desktop\...), and Unknown, + * conversion of the annotations to YOLO format alongside Pascal VOC, + * regeneration of classes.txt, data.yaml, the per-split CSV tables and this + documentation. + +NO bounding box coordinate was altered. Only the packaging, the split and the +file metadata changed. The image pixels are byte-for-byte identical to upstream. + +You are free to share and adapt these modifications for any purpose, including +commercially, provided you give appropriate credit. + +-------------------------------------------------------------------------------- +PART 2 — The underlying PV-Multi-Defect data (IMPORTANT) +-------------------------------------------------------------------------------- + +The underlying images and annotations originate from the PV-Multi-Defect dataset: + + PV-Multi-Defect Dataset + Photovoltaic (PV) panel multi-defect detection, 5 defect classes. + GitHub: https://github.com/houhou34/PV-Multi-Defect + + Reference: Li, L., Wang, Z. & Zhang, T. (2023). "GBH-YOLOv5: Ghost + Convolution with BottleneckCSP and Tiny Target Prediction Head Incorporating + YOLOv5 for PV Panel Defect Detection." Electronics, 12(3), 561. + https://doi.org/10.3390/electronics12030561 + +NO LICENCE IS STATED FOR THE DATASET. + + * The GitHub repository ships no LICENSE file and no terms of use. + * The associated article is published open access by MDPI. + +Consequently, the copyright status of the underlying PV-Multi-Defect images and +annotations is UNDETERMINED. No licence is granted for them by this file. + +>>> Before any commercial use or redistribution of the image data, you must +>>> determine the applicable terms from the original authors +>>> (contact: zfwang@ccnu.edu.cn). + +-------------------------------------------------------------------------------- +If you are the rights holder of the PV-Multi-Defect dataset and would like this +release changed or removed, please open an issue and it will be actioned promptly. +-------------------------------------------------------------------------------- diff --git a/README.md b/README.md new file mode 100644 index 0000000000000000000000000000000000000000..de763f74865afaaaf0e783438a2a95323877503a --- /dev/null +++ b/README.md @@ -0,0 +1,323 @@ +--- +license: other +license_name: see-license-file-upstream-unstated +license_link: LICENSE +task_categories: +- object-detection +language: +- en +- zh +tags: +- photovoltaic +- pv-panel +- solar-panel +- defect-detection +- industrial-inspection +- renewable-energy +- object-detection +- pascal-voc +- yolo +- keenforge +size_categories: +- 1K` value. + +This release removes the duplicates and orphan files, keeps the one near-duplicate +cluster on a single side of the split, cleans the VOC metadata, provides a +reproducible **train/val/test** split, and ships ready-to-train **Pascal VOC XML** + +**YOLO TXT** annotations with configuration files. + +> ⚠️ **Upstream license: none stated.** The repository ships no LICENSE file. The +> associated article is open access (MDPI). See +> [License & attribution](#license--attribution) — verify before commercial use. + +### Corrections vs. the official release + +| # | Correction | Detail | +|---|---|---| +| 1 | **Removed 61 duplicate images** | 61 pairs are **byte-identical** (md5). The redundant copy of each pair was removed so identical content cannot straddle the new split. | +| 2 | **Removed orphan / empty files** | 2 images had **no annotation** (`img3059`, `img9513`) and 1 annotation (`img7863`) contained **no objects**; all 3 were dropped. | +| 3 | **Near-duplicate cluster kept together** | One cluster of **12 perceptually identical images** (8×8-dHash ≤ 2 and 32×32 pixel-MSE ≤ 10) is assigned **entirely to one split**, so it cannot leak across train/val/test. | +| 4 | **Reproducible train/val/test split** | Upstream ships **no split at all**. This release provides a seeded, class-stratified **70 / 15 / 15** split (seed 42) over the near-duplicate groups. | +| 5 | **VOC metadata clean-up** | The upstream XML carried a bogus `` value (`new` / `result2`), a hard-coded local `` exposing a personal Windows path (`C:\Users\86151\Desktop\...`), and `Unknown`. All are normalised. | +| 6 | **Dual format + packaging** | Added YOLO TXT from the same coordinates alongside the upstream VOC XML, plus `classes.txt`, `data.yaml` and per-split CSV tables. | + +**Image pixels are never modified.** All 1,044 images are byte-for-byte identical to the upstream files (600×600, single-channel grayscale). + +**Scope — structural clean-up only.** This is **not** a re-annotation. We +de-duplicate, drop orphans and re-package the data; we do **not** re-verify +individual boxes. + +**Structural checks performed** on the released set: + +| Check | Method | Result | +|---|---|---| +| Filename ↔ image ↔ XML pairing | bidirectional | **0** mismatches / orphans | +| Image size vs. XML `` | pixel dimensions vs. header | **0** discrepancies (all 600×600) | +| Out-of-range boxes | xmin/ymin ≥ 0, xmax ≤ W, ymax ≤ H | **0** | +| Degenerate boxes | zero / negative width or height | **0** | +| Cross-split duplicate images | byte-identical md5 across splits | **0** | +| EXIF orientation anomalies | tag scan | **0** | + +### Dataset at a glance + +| Property | Value | +|---|---| +| Images | **1,044** (600 × 600, single-channel grayscale `.jpg`) | +| Classes | **5** — `black_border`, `broken`, `hot_spot`, `no_electricity`, `scratch` | +| Bounding boxes | **3,403** | +| Formats | Pascal VOC XML · YOLO TXT | +| Split | train **723** / val **155** / test **166** (seeded, class-stratified) | + +**Boxes per class:** `hot_spot` 1,553 · `scratch` 1,349 · `black_border` 251 · +`no_electricity` 158 · `broken` 92 + +**Boxes per split:** train **2,358** · val **519** · test **526** + +**Defect types (from the upstream README):** broken areas · obvious bright-spot areas · +black or gray border areas · scratched areas · non-electrified (black) areas. + +### Structure + +``` +PV_Multi_Defect-corrected/ +├── images/{train,val,test}/ # 600x600 grayscale .jpg +├── labels/{train,val,test}/ # YOLO: cls cx cy w h (normalized) +├── Annotations/ # Pascal VOC XML (flat, cleaned) +├── JPEGImages/ # copy of the images (VOC layout) +├── csv/ +│ ├── train_labels.csv # filename,width,height,class,xmin,ymin,xmax,ymax +│ ├── val_labels.csv +│ └── test_labels.csv +├── classes.txt # 5 class names, one per line +├── data.yaml # Ultralytics YOLO configuration +├── LICENSE +└── README.md +``` + +Every image has exactly one YOLO `.txt` and one VOC `.xml`; there are **no empty label files**. + +### Quick start (Ultralytics YOLO) + +```bash +yolo detect train data=data.yaml model=yolov8n.pt epochs=100 imgsz=640 +``` + +### Citation + +**1. The original dataset / paper — please always cite this.** + +```bibtex +@article{li2023gbh, + title = {GBH-YOLOv5: Ghost Convolution with BottleneckCSP and Tiny Target + Prediction Head Incorporating YOLOv5 for PV Panel Defect Detection}, + author = {Li, Longlong and Wang, Zhifeng and Zhang, Tingting}, + journal = {Electronics}, + volume = {12}, + number = {3}, + pages = {561}, + year = {2023}, + publisher = {MDPI}, + doi = {10.3390/electronics12030561} +} +``` + +**2. This corrected release — please cite it as well.** It is not identical to the +official release: duplicates and orphans were removed, a reproducible split was added +and the VOC metadata was cleaned, so a citation to the original alone does not describe +this version. + +```bibtex +@misc{pv_multi_defect_corrected, + author = {KeenForgeAI}, + title = {PV_Multi_Defect-corrected: a cleaned release of the PV-Multi-Defect photovoltaic panel defect dataset}, + year = {2026}, + version = {1.0}, + publisher = {KeenForgeAI}, + url = {https://huggingface.co/datasets/KeenForgeAI/PV_Multi_Defect-corrected}, + note = {Curated by Lu Gan and Sam Li. Derived from the PV-Multi-Defect + dataset (Li, Wang & Zhang, Electronics 2023). Upstream licence unstated.} +} +``` + +**3. The annotation tool (optional).** + +```bibtex +@software{keenforge, + author = {KeenForgeAI}, + title = {KeenForge: a local-first, offline image annotation and model-training desktop tool}, + year = {2026}, + publisher = {KeenForgeAI}, + url = {https://github.com/KeenForgeAI/KeenForge}, + note = {MIT licensed. Developed by Lu Gan and Sam Li.} +} +``` + +### License & attribution + +**The upstream PV-Multi-Defect dataset states no license.** The GitHub repository ships +no LICENSE file and no terms of use; the associated article is published open access by +MDPI. The copyright status of the underlying images and annotations is therefore +**undetermined** — verify it before any commercial use. See `LICENSE` in this repository. + +Our modifications (de-duplication, orphan removal, split, metadata clean-up, format +conversion, documentation) are released under **CC BY 4.0**. Image pixels are unmodified +and remain subject to the upstream terms. + +### Provenance + +- Source: PV-Multi-Defect dataset (Pascal VOC), GitHub `houhou34/PV-Multi-Defect`. +- Upstream: 1,108 images / 1,106 XML / 3,981 objects; no split; 61 duplicate groups; 2 unannotated images; 1 empty annotation. +- Verified: 1,044 images (3,403 boxes, byte-identical); 61 duplicates removed, 3 orphan/empty files dropped, 0 cross-split leakage, 0 invalid boxes. + +--- + +## 中文 + +### 这是什么？ + +**PV-Multi-Defect 数据集**的**清理、划分与标准化目标检测版**——光伏组件图像，覆盖 **5 类缺陷**： +破损区域、亮斑（热斑）、黑/灰边框、划痕、无电（黑区）。上游仓库： +[houhou34/PV-Multi-Defect](https://github.com/houhou34/PV-Multi-Defect)。 + +论文：Li, L., Wang, Z. & Zhang, T. (2023).《GBH-YOLOv5: Ghost Convolution with +BottleneckCSP and Tiny Target Prediction Head Incorporating YOLOv5 for PV Panel Defect +Detection》，**Electronics** 12(3), 561 —— https://doi.org/10.3390/electronics12030561。 + +原始版本以扁平的、无划分的 `JPEGImages/` + `Annotations/`（Pascal VOC，600×600 灰度，无划分）发布， +包含 **61 组逐字节完全重复的图片**、**2 张无标注图片**与 **1 个无目标的标注文件**， +且 VOC 元数据混入了硬编码的个人 Windows 路径与错误的 `` 值。 + +本版本删除重复与孤儿文件、把唯一的近重复簇固定到同一划分、清理 VOC 元数据、 +提供可复现的**训练/验证/测试**划分，并附带开箱即用的 **Pascal VOC XML** + **YOLO TXT** +双格式标注及配置文件。 + +> ⚠️ **上游未声明许可证。** 仓库无 LICENSE 文件；关联论文由 MDPI 开放获取。详见 +> [许可证与署名](#许可证与署名)——商用前请自行确认。 + +### 相对官方版的修正 + +| # | 修正 | 说明 | +|---|---|---| +| 1 | **删除 61 张重复图** | 有 61 对图片**逐字节完全相同**（md5）。本版删除每对中多余的副本，确保相同内容不会跨越新划分。 | +| 2 | **删除孤儿/空文件** | 2 张图片**没有标注**（`img3059`、`img9513`），1 个标注文件（`img7863`）**不含任何目标**；三者均已剔除。 | +| 3 | **近重复簇固定同侧** | 唯一一个由 **12 张感知近似图**组成的簇（8×8 dHash ≤ 2 且 32×32 像素 MSE ≤ 10）**整组分配到一个划分**，不会跨越 train/val/test 泄漏。 | +| 4 | **可复现的训练/验证/测试划分** | 上游**完全没有划分**。本版基于近重复分组，提供固定随机种子、按类别分层的 **70 / 15 / 15** 划分（随机种子 42）。 | +| 5 | **VOC 元数据清理** | 上游 XML 带有错误的 `` 值（`new` / `result2`）、泄露个人 Windows 路径的硬编码 ``（`C:\Users\86151\Desktop\...`）以及 `Unknown`。均归一化。 | +| 6 | **双格式 + 规范化打包** | 由同一坐标生成 YOLO TXT（与上游 VOC XML 并行），并补充 `classes.txt`、`data.yaml` 与按划分的 CSV 表格。 | + +**图像像素从不修改**——全部 1,044 张图与上游文件逐字节一致（600×600，单通道灰度）。 + +**本版范围——仅结构化清理。** 这是**结构性清理，不是重新标注**。我们只做去重、剔除孤儿、重新打包； +**不**重新核对单个标注框。 + +**已执行的结构化检查**（针对发布的集合）： + +| 检查 | 方法 | 结果 | +|---|---|---| +| 文件名↔图片↔XML 配对 | 双向 | **0** 错配 / 孤儿 | +| 图片尺寸 vs. XML `` | 像素尺寸 vs. 头信息 | **0** 不一致（全部 600×600） | +| 越界框 | xmin/ymin ≥ 0，xmax ≤ W，ymax ≤ H | **0** | +| 退化框 | 宽或高为零/负 | **0** | +| 跨划分重复图 | 跨划分逐字节 md5 | **0** | +| EXIF 方向异常 | 标签扫描 | **0** | + +### 数据集概览 + +| 属性 | 值 | +|---|---| +| 图片 | **1,044**（600 × 600，单通道灰度 `.jpg`） | +| 类别 | **5** —— `black_border`、`broken`、`hot_spot`、`no_electricity`、`scratch` | +| 标注框 | **3,403** | +| 格式 | Pascal VOC XML · YOLO TXT | +| 划分 | train **723** / val **155** / test **166**（固定种子、类别分层） | + +**各类框数：** `hot_spot` 1,553 · `scratch` 1,349 · `black_border` 251 · +`no_electricity` 158 · `broken` 92 + +**各划分框数：** train **2,358** · val **519** · test **526** + +**缺陷类型（引自上游 README）：** 破损区域 · 明显亮斑区域 · 黑/灰边框区域 · 划痕区域 · 无电（黑区）。 + +### 目录结构 + +``` +PV_Multi_Defect-corrected/ +├── images/{train,val,test}/ # 600x600 灰度 .jpg +├── labels/{train,val,test}/ # YOLO：cls cx cy w h（归一化） +├── Annotations/ # Pascal VOC XML（扁平，已清理） +├── JPEGImages/ # 图片副本（VOC 布局） +├── csv/ +│ ├── train_labels.csv # filename,width,height,class,xmin,ymin,xmax,ymax +│ ├── val_labels.csv +│ └── test_labels.csv +├── classes.txt # 5 个类别名称，每行一个 +├── data.yaml # Ultralytics YOLO 配置文件 +├── LICENSE +└── README.md +``` + +每张图片都有且仅有一个 YOLO `.txt` 与一个 VOC `.xml`，**不存在空标签文件**。 + +### 快速开始 (Ultralytics YOLO) + +```bash +yolo detect train data=data.yaml model=yolov8n.pt epochs=100 imgsz=640 +``` + +### 引用 + +使用本数据集请**同时引用**原始工作与本修正版： + +**1. 原始数据集 / 论文（请务必引用）** —— 见上方英文部分 `li2023gbh`。 + +**2. 本修正版（请一并引用）** —— 本版**与官方发布并不相同**：删除了重复与孤儿、补充了可复现划分、 +清理了 VOC 元数据，因此**只引用原数据集无法描述本版本**。见上方英文部分 `pv_multi_defect_corrected`。 + +**3. 标注工具（可选）** —— 见上方英文部分 `keenforge`。 + +### 许可证与署名 + +**上游 PV-Multi-Defect 数据集未声明许可证。** 其 GitHub 仓库无 LICENSE 文件、无使用条款； +关联论文由 MDPI 开放获取。因此原始图像与标注的**版权状态未定**——**商用前请自行确认**。 +详见本仓库 `LICENSE`。 + +我们对数据集的修改部分（去重、剔除孤儿、划分、元数据清理、格式转换、文档）以 **CC BY 4.0** 发布。 +图像像素未修改，仍受上游条款约束。 + +### 来源 + +- 来源：PV-Multi-Defect 数据集（Pascal VOC），GitHub `houhou34/PV-Multi-Defect` +- 上游：1,108 图 / 1,106 XML / 3,981 框；无划分；61 组重复；2 张未标注图；1 个空标注 +- 已校验：1,044 图（3,403 框，逐字节一致）；删除 61 张重复、剔除 3 个孤儿/空文件、0 跨划分泄漏、0 非法框 diff --git a/classes.txt b/classes.txt new file mode 100644 index 0000000000000000000000000000000000000000..c07b90cbccf3496ec9fd8624b9afd4e096552103 --- /dev/null +++ b/classes.txt @@ -0,0 +1,5 @@ +black_border +broken +hot_spot +no_electricity +scratch diff --git a/csv/test_labels.csv b/csv/test_labels.csv new file mode 100644 index 0000000000000000000000000000000000000000..9089fffe971acc6b6b52cbbfcf37335c37225edc --- /dev/null +++ b/csv/test_labels.csv @@ -0,0 +1,527 @@ +filename,width,height,class,xmin,ymin,xmax,ymax +img1006.jpg,600,600,no_electricity,1,1,600,600 +img10067.jpg,600,600,hot_spot,154,329,279,380 +img10067.jpg,600,600,hot_spot,163,237,257,256 +img10067.jpg,600,600,hot_spot,165,270,279,318 +img10067.jpg,600,600,hot_spot,168,393,261,411 +img10067.jpg,600,600,no_electricity,2,2,153,596 +img10067.jpg,600,600,no_electricity,154,549,304,593 +img10091.jpg,600,600,scratch,71,364,88,423 +img10091.jpg,600,600,scratch,75,238,120,251 +img10091.jpg,600,600,scratch,81,428,95,491 +img10091.jpg,600,600,scratch,88,494,108,553 +img10091.jpg,600,600,scratch,97,560,120,597 +img10091.jpg,600,600,scratch,190,185,216,223 +img10091.jpg,600,600,scratch,202,234,221,275 +img10091.jpg,600,600,scratch,214,430,229,491 +img10091.jpg,600,600,scratch,218,497,233,555 +img10124.jpg,600,600,scratch,120,139,132,167 +img10124.jpg,600,600,scratch,170,254,184,321 +img10124.jpg,600,600,scratch,187,45,207,199 +img10124.jpg,600,600,scratch,190,512,211,544 +img10124.jpg,600,600,scratch,223,294,241,330 +img10124.jpg,600,600,scratch,247,304,259,359 +img10124.jpg,600,600,scratch,254,379,279,407 +img10124.jpg,600,600,scratch,262,427,281,463 +img10133.jpg,600,600,scratch,90,208,99,248 +img10133.jpg,600,600,scratch,246,375,257,443 +img10147.jpg,600,600,black_border,285,36,309,174 +img10172.jpg,600,600,scratch,284,235,299,279 +img10293.jpg,600,600,scratch,28,247,42,292 +img10293.jpg,600,600,scratch,179,251,190,296 +img10309.jpg,600,600,scratch,123,514,135,547 +img10374.jpg,600,600,broken,324,570,346,597 +img10374.jpg,600,600,scratch,20,550,39,600 +img10374.jpg,600,600,scratch,25,15,41,52 +img10374.jpg,600,600,scratch,173,8,192,64 +img10374.jpg,600,600,scratch,175,541,192,594 +img10374.jpg,600,600,scratch,466,1,485,57 +img10374.jpg,600,600,scratch,466,544,480,596 +img10444.jpg,600,600,scratch,550,118,568,153 +img10444.jpg,600,600,scratch,550,341,562,402 +img10540.jpg,600,600,scratch,396,20,412,94 +img10571.jpg,600,600,black_border,273,165,300,234 +img10604.jpg,600,600,scratch,79,71,90,121 +img10726.jpg,600,600,scratch,329,370,347,433 +img10726.jpg,600,600,scratch,366,554,421,577 +img10741.jpg,600,600,no_electricity,1,4,600,600 +img1087.jpg,600,600,scratch,90,438,107,491 +img1087.jpg,600,600,scratch,92,498,109,554 +img1098.jpg,600,600,scratch,128,427,138,452 +img1098.jpg,600,600,scratch,567,367,576,400 +img1205.jpg,600,600,scratch,562,487,575,553 +img1283.jpg,600,600,scratch,20,171,34,212 +img1283.jpg,600,600,scratch,216,546,266,574 +img1283.jpg,600,600,scratch,266,84,282,111 +img1283.jpg,600,600,scratch,321,336,332,472 +img1283.jpg,600,600,scratch,421,23,443,66 +img1283.jpg,600,600,scratch,475,468,505,507 +img1306.jpg,600,600,no_electricity,1,1,30,596 +img1309.jpg,600,600,black_border,1,353,17,498 +img1309.jpg,600,600,black_border,2,34,19,302 +img1310.jpg,600,600,black_border,1,25,21,245 +img1310.jpg,600,600,black_border,1,420,21,504 +img1368.jpg,600,600,hot_spot,71,1,118,34 +img1382.jpg,600,600,scratch,6,133,35,168 +img1382.jpg,600,600,scratch,14,174,47,232 +img1382.jpg,600,600,scratch,35,239,61,289 +img1382.jpg,600,600,scratch,93,437,133,489 +img1382.jpg,600,600,scratch,123,500,146,549 +img1389.jpg,600,600,scratch,250,237,265,299 +img1389.jpg,600,600,scratch,252,303,269,363 +img1389.jpg,600,600,scratch,264,178,278,234 +img1389.jpg,600,600,scratch,328,42,359,144 +img1428.jpg,600,600,scratch,462,489,475,553 +img145.jpg,600,600,scratch,99,131,113,192 +img1600.jpg,600,600,scratch,161,131,175,211 +img1626.jpg,600,600,scratch,73,428,102,565 +img1626.jpg,600,600,scratch,109,521,133,600 +img1626.jpg,600,600,scratch,114,434,126,513 +img1626.jpg,600,600,scratch,541,434,567,556 +img1626.jpg,600,600,scratch,550,233,575,430 +img1626.jpg,600,600,scratch,561,46,590,86 +img1654.jpg,600,600,broken,563,131,600,234 +img1701.jpg,600,600,no_electricity,1,1,600,600 +img1933.jpg,600,600,no_electricity,1,1,600,600 +img2194.jpg,600,600,hot_spot,207,485,295,541 +img2194.jpg,600,600,hot_spot,209,430,295,480 +img2194.jpg,600,600,no_electricity,1,1,154,595 +img2218.jpg,600,600,black_border,290,351,315,429 +img2275.jpg,600,600,broken,185,509,283,600 +img2296.jpg,600,600,scratch,215,41,228,96 +img2444.jpg,600,600,scratch,20,363,31,427 +img2519.jpg,600,600,broken,315,551,375,599 +img266.jpg,600,600,scratch,308,241,320,292 +img2676.jpg,600,600,no_electricity,1,1,600,600 +img285.jpg,600,600,no_electricity,1,1,151,594 +img2863.jpg,600,600,scratch,429,44,439,97 +img2875.jpg,600,600,scratch,355,76,398,101 +img2875.jpg,600,600,scratch,376,109,413,147 +img2996.jpg,600,600,no_electricity,1,1,600,600 +img3131.jpg,600,600,scratch,158,516,171,554 +img3131.jpg,600,600,scratch,176,1,189,30 +img3131.jpg,600,600,scratch,477,1,490,28 +img3140.jpg,600,600,scratch,173,560,206,591 +img3140.jpg,600,600,scratch,335,558,352,592 +img3160.jpg,600,600,hot_spot,372,528,404,547 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