diff --git a/.gitattributes b/.gitattributes
index 28df5f900b358436f0267334b3e3e9af33f917ba..fe9afeb759ba70adfe345a52a9ad6358a21aa932 100644
--- a/.gitattributes
+++ b/.gitattributes
@@ -53,3 +53,4 @@ saved_model/**/* filter=lfs diff=lfs merge=lfs -text
 *.jpg filter=lfs diff=lfs merge=lfs -text
 *.jpeg filter=lfs diff=lfs merge=lfs -text
 *.webp filter=lfs diff=lfs merge=lfs -text
+data filter=lfs diff=lfs merge=lfs -text
diff --git a/annotations.xml b/annotations.xml
deleted file mode 100644
index ef5e8db207b3f82b99a864b2797bcc0a3e8abce5..0000000000000000000000000000000000000000
--- a/annotations.xml
+++ /dev/null
@@ -1,150 +0,0 @@
-<?xml version="1.0" encoding="utf-8"?>
-<annotations>
-  <version>1.1</version>
-  <meta>
-    <task>
-      <segments>
-        <segment>
-          <id>33549</id>
-          <start>0</start>
-          <stop>27</stop>
-          <url>https://cvat2.trainingdata.solutions/api/jobs/33549</url>
-        </segment>
-      </segments>
-      <owner>
-        <username>TrainingData</username>
-        <email/>
-      </owner>
-      
-      <labels>
-        <label>
-          <name>pig_face</name>
-          <color>#2e8fe9</color>
-          <type>rectangle</type>
-          <attributes>
-          </attributes>
-        </label>
-      </labels>
-    </task>
-    <dumped>2023-08-11 03:45:01.045896+00:00</dumped>
-  </meta>
-  <image id="1" name="images/01.png" width="199" height="174">
-    <box label="pig_face" occluded="0" source="manual" xtl="59.50" ytl="18.27" xbr="142.30" ybr="109.00" z_order="0">
-    </box>
-  </image>
-  <image id="2" name="images/02.png" width="445" height="447">
-    <box label="pig_face" occluded="0" source="manual" xtl="77.27" ytl="-8.82" xbr="260.37" ybr="228.82" rotation="25.30" z_order="0">
-    </box>
-  </image>
-  <image id="3" name="images/03.png" width="604" height="410">
-    <box label="pig_face" occluded="0" source="manual" xtl="348.80" ytl="98.03" xbr="580.00" ybr="342.41" z_order="0">
-    </box>
-  </image>
-  <image id="4" name="images/04.png" width="215" height="252">
-    <box label="pig_face" occluded="0" source="manual" xtl="44.00" ytl="114.10" xbr="141.40" ybr="185.00" z_order="0">
-    </box>
-  </image>
-  <image id="5" name="images/05.png" width="107" height="219">
-    <box label="pig_face" occluded="0" source="manual" xtl="22.00" ytl="112.60" xbr="92.30" ybr="183.10" z_order="0">
-    </box>
-  </image>
-  <image id="6" name="images/06.png" width="563" height="713">
-    <box label="pig_face" occluded="0" source="manual" xtl="31.79" ytl="386.30" xbr="438.60" ybr="699.23" z_order="0">
-    </box>
-  </image>
-  <image id="7" name="images/07.png" width="113" height="85">
-    <box label="pig_face" occluded="0" source="manual" xtl="74.54" ytl="31.62" xbr="114.23" ybr="68.22" rotation="26.50" z_order="0">
-    </box>
-  </image>
-  <image id="8" name="images/08.png" width="136" height="131">
-    <box label="pig_face" occluded="0" source="manual" xtl="39.20" ytl="51.20" xbr="103.65" ybr="121.70" z_order="0">
-    </box>
-    <box label="pig_face" occluded="1" source="manual" xtl="72.06" ytl="35.30" xbr="131.50" ybr="99.80" z_order="0">
-    </box>
-  </image>
-  <image id="9" name="images/09.png" width="154" height="183">
-    <box label="pig_face" occluded="0" source="manual" xtl="4.92" ytl="79.10" xbr="88.60" ybr="148.00" z_order="0">
-    </box>
-  </image>
-  <image id="10" name="images/10.png" width="170" height="205">
-    <box label="pig_face" occluded="0" source="manual" xtl="31.30" ytl="111.50" xbr="127.20" ybr="182.00" z_order="0">
-    </box>
-  </image>
-  <image id="11" name="images/11.png" width="112" height="72">
-    <box label="pig_face" occluded="0" source="manual" xtl="11.90" ytl="5.50" xbr="54.60" ybr="49.90" z_order="0">
-    </box>
-  </image>
-  <image id="12" name="images/12.png" width="100" height="120">
-    <box label="pig_face" occluded="0" source="manual" xtl="33.10" ytl="47.10" xbr="76.70" ybr="79.80" z_order="0">
-    </box>
-  </image>
-  <image id="13" name="images/13.png" width="495" height="220">
-    <box label="pig_face" occluded="0" source="manual" xtl="340.90" ytl="3.40" xbr="457.60" ybr="148.50" z_order="0">
-    </box>
-  </image>
-  <image id="14" name="images/14.png" width="189" height="151">
-    <box label="pig_face" occluded="0" source="manual" xtl="2.52" ytl="59.68" xbr="75.89" ybr="129.04" rotation="348.50" z_order="0">
-    </box>
-  </image>
-  <image id="15" name="images/15.png" width="158" height="110">
-    <box label="pig_face" occluded="0" source="manual" xtl="77.71" ytl="45.30" xbr="152.29" ybr="104.70" rotation="357.40" z_order="0">
-    </box>
-  </image>
-  <image id="16" name="images/16.png" width="257" height="219">
-    <box label="pig_face" occluded="0" source="manual" xtl="24.05" ytl="112.80" xbr="135.96" ybr="210.42" rotation="344.00" z_order="0">
-    </box>
-  </image>
-  <image id="17" name="images/17.png" width="226" height="122">
-    <box label="pig_face" occluded="0" source="manual" xtl="39.04" ytl="3.90" xbr="108.50" ybr="56.10" rotation="354.80" z_order="0">
-    </box>
-  </image>
-  <image id="18" name="images/18.png" width="621" height="388">
-    <box label="pig_face" occluded="0" source="manual" xtl="308.64" ytl="12.58" xbr="541.95" ybr="281.96" rotation="29.70" z_order="0">
-    </box>
-  </image>
-  <image id="19" name="images/19.png" width="304" height="184">
-    <box label="pig_face" occluded="0" source="manual" xtl="158.50" ytl="20.70" xbr="241.10" ybr="98.60" z_order="0">
-    </box>
-  </image>
-  <image id="20" name="images/20.png" width="268" height="200">
-    <box label="pig_face" occluded="0" source="manual" xtl="41.70" ytl="57.61" xbr="119.71" ybr="125.90" rotation="5.40" z_order="0">
-    </box>
-  </image>
-  <image id="21" name="images/21.png" width="260" height="174">
-    <box label="pig_face" occluded="0" source="manual" xtl="8.44" ytl="68.37" xbr="55.20" ybr="121.44" rotation="312.40" z_order="0">
-    </box>
-    <box label="pig_face" occluded="0" source="manual" xtl="202.08" ytl="96.40" xbr="256.89" ybr="146.26" rotation="28.50" z_order="0">
-    </box>
-  </image>
-  <image id="22" name="images/22.png" width="688" height="546">
-    <box label="pig_face" occluded="0" source="manual" xtl="428.90" ytl="198.30" xbr="606.90" ybr="466.80" z_order="0">
-    </box>
-    <box label="pig_face" occluded="0" source="manual" xtl="9.50" ytl="43.30" xbr="198.20" ybr="241.20" z_order="0">
-    </box>
-    <box label="pig_face" occluded="0" source="manual" xtl="149.31" ytl="242.20" xbr="343.40" ybr="503.30" z_order="0">
-    </box>
-  </image>
-  <image id="24" name="images/24.png" width="442" height="247">
-    <box label="pig_face" occluded="0" source="manual" xtl="17.97" ytl="115.29" xbr="101.75" ybr="174.11" rotation="18.40" z_order="0">
-    </box>
-    <box label="pig_face" occluded="0" source="manual" xtl="151.13" ytl="78.35" xbr="216.07" ybr="126.15" rotation="11.40" z_order="0">
-    </box>
-  </image>
-  <image id="25" name="images/25.png" width="668" height="423">
-    <box label="pig_face" occluded="0" source="manual" xtl="0.60" ytl="56.90" xbr="352.10" ybr="395.40" z_order="0">
-    </box>
-  </image>
-  <image id="26" name="images/26.png" width="412" height="286">
-    <box label="pig_face" occluded="0" source="manual" xtl="31.50" ytl="131.60" xbr="273.80" ybr="280.00" z_order="0">
-    </box>
-  </image>
-  <image id="27" name="images/27.png" width="248" height="167">
-    <box label="pig_face" occluded="0" source="manual" xtl="129.20" ytl="1.80" xbr="235.00" ybr="87.26" z_order="0">
-    </box>
-  </image>
-  <image id="28" name="images/28.png" width="259" height="469">
-    <box label="pig_face" occluded="0" source="manual" xtl="19.34" ytl="80.31" xbr="266.85" ybr="313.91" rotation="348.60" z_order="0">
-    </box>
-  </image>
-</annotations>
-
diff --git a/boxes/01.png b/boxes/01.png
deleted file mode 100644
index 76a560084ccc058c2feee8b045664e023313dc1b..0000000000000000000000000000000000000000
--- a/boxes/01.png
+++ /dev/null
@@ -1,3 +0,0 @@
-version https://git-lfs.github.com/spec/v1
-oid sha256:c27bb53e84f0f518b369e65372b4396e5d889a177fc9900991c310ddd311370f
-size 50251
diff --git a/boxes/02.png b/boxes/02.png
deleted file mode 100644
index 84d9497c03115db5c8b1e3de4de63f5cb4038d3a..0000000000000000000000000000000000000000
--- a/boxes/02.png
+++ /dev/null
@@ -1,3 +0,0 @@
-version https://git-lfs.github.com/spec/v1
-oid sha256:37093787b99192fdab223913007f42a7d1559eb6143685804e074275e2a00e71
-size 191131
diff --git a/boxes/03.png b/boxes/03.png
deleted file mode 100644
index 4d554d57c5cc18528da962f223562603b04de132..0000000000000000000000000000000000000000
--- a/boxes/03.png
+++ /dev/null
@@ -1,3 +0,0 @@
-version https://git-lfs.github.com/spec/v1
-oid sha256:610c92b27338215550edc5a90779f180f1a8679bb6534eef6fe45deb6a097e65
-size 238369
diff --git a/boxes/04.png b/boxes/04.png
deleted file mode 100644
index 7affc9aa700e6c8d0f22c3b2a01e66dac0342f7d..0000000000000000000000000000000000000000
--- a/boxes/04.png
+++ /dev/null
@@ -1,3 +0,0 @@
-version https://git-lfs.github.com/spec/v1
-oid sha256:adb31311e40ad336ac8a91cec20bed856d255288e6963c58646284e94b11ca40
-size 117770
diff --git a/boxes/05.png b/boxes/05.png
deleted file mode 100644
index c527b2001b8766d609303310f61c41bcee6f30bd..0000000000000000000000000000000000000000
--- a/boxes/05.png
+++ /dev/null
@@ -1,3 +0,0 @@
-version https://git-lfs.github.com/spec/v1
-oid sha256:2e73113a443cfdcaca3b652ae0518bf463aebac7119975ca93e02bdea640dd35
-size 28337
diff --git a/boxes/06.png b/boxes/06.png
deleted file mode 100644
index da2fb49d26f2cebfc3399b1c60fbaba222602f37..0000000000000000000000000000000000000000
--- a/boxes/06.png
+++ /dev/null
@@ -1,3 +0,0 @@
-version https://git-lfs.github.com/spec/v1
-oid sha256:ded9d11e0717223e3607999ef703f4551b1c1246bdb7b1766780034a31642585
-size 431780
diff --git a/boxes/07.png b/boxes/07.png
deleted file mode 100644
index ef05e71730f7b02c2fdf534470930cfdfd96d334..0000000000000000000000000000000000000000
--- a/boxes/07.png
+++ /dev/null
@@ -1,3 +0,0 @@
-version https://git-lfs.github.com/spec/v1
-oid sha256:23544e7bc32addb7d268873c2baa2513987f1e2bcd07c0590d82e0701dda4b0d
-size 18270
diff --git a/boxes/08.png b/boxes/08.png
deleted file mode 100644
index 67f6d1504d63bd151e4a32f56d198c49f19fc293..0000000000000000000000000000000000000000
--- a/boxes/08.png
+++ /dev/null
@@ -1,3 +0,0 @@
-version https://git-lfs.github.com/spec/v1
-oid sha256:bbad6139dc7114eb580bb76f461682a30f15e6fa260283b3e84a49620f0d55f6
-size 27034
diff --git a/boxes/09.png b/boxes/09.png
deleted file mode 100644
index 58805d969c66c349df0712dbb4b6c31bbc8cfd0d..0000000000000000000000000000000000000000
--- a/boxes/09.png
+++ /dev/null
@@ -1,3 +0,0 @@
-version https://git-lfs.github.com/spec/v1
-oid sha256:56281dca04066a48d9f09752c12cd4f368d8a447366a1e66b68a8cec4e074b26
-size 35989
diff --git a/boxes/10.png b/boxes/10.png
deleted file mode 100644
index c3732e692a15630fa19edc4e09c9a15eb667c39b..0000000000000000000000000000000000000000
--- a/boxes/10.png
+++ /dev/null
@@ -1,3 +0,0 @@
-version https://git-lfs.github.com/spec/v1
-oid sha256:dcce11353e0c8601866786416ccaf178bab59710b53c8ea5cc004f1a627dff20
-size 58972
diff --git a/boxes/11.png b/boxes/11.png
deleted file mode 100644
index 6d87767f2c0a1be8e0c415e8a7d1a85edb0a593e..0000000000000000000000000000000000000000
--- a/boxes/11.png
+++ /dev/null
@@ -1,3 +0,0 @@
-version https://git-lfs.github.com/spec/v1
-oid sha256:b7c8943cc21ff0a4a535e42f8c0d30fc248cf7c836aab07864c0f30d4d42ab89
-size 14115
diff --git a/boxes/12.png b/boxes/12.png
deleted file mode 100644
index fd902b7c94f26ca94b9332bd7debccc8c14b967f..0000000000000000000000000000000000000000
--- a/boxes/12.png
+++ /dev/null
@@ -1,3 +0,0 @@
-version https://git-lfs.github.com/spec/v1
-oid sha256:a0fae4f6a6d13d375383e4c46bfd6bd3899da25b859636e395ae6dedb5b2be76
-size 19079
diff --git a/boxes/13.png b/boxes/13.png
deleted file mode 100644
index ad06fb67935e0fc7cb6abc87aa7f974e77bdad4c..0000000000000000000000000000000000000000
--- a/boxes/13.png
+++ /dev/null
@@ -1,3 +0,0 @@
-version https://git-lfs.github.com/spec/v1
-oid sha256:9956cc97313f711c683c3cd36d96de4a57be0154593615b5eafc20b7486394fe
-size 144020
diff --git a/boxes/14.png b/boxes/14.png
deleted file mode 100644
index 66448c8bb03f96dedfd6fed3aded00ed62291552..0000000000000000000000000000000000000000
--- a/boxes/14.png
+++ /dev/null
@@ -1,3 +0,0 @@
-version https://git-lfs.github.com/spec/v1
-oid sha256:2833a4f10f44580cd3d5e0fce42066feec9e747bd9e329671dbc91fdd91125c8
-size 35326
diff --git a/boxes/15.png b/boxes/15.png
deleted file mode 100644
index 74bd67e6d49ab336a28a26d077f5b9325dbe604c..0000000000000000000000000000000000000000
--- a/boxes/15.png
+++ /dev/null
@@ -1,3 +0,0 @@
-version https://git-lfs.github.com/spec/v1
-oid sha256:ae5d45f1e797ea5596d367918253a67c608f8c480f6b93f3c926caa47334c05a
-size 30440
diff --git a/boxes/16.png b/boxes/16.png
deleted file mode 100644
index e0c81ba20c7ffdb77473f860018d0abe08713a64..0000000000000000000000000000000000000000
--- a/boxes/16.png
+++ /dev/null
@@ -1,3 +0,0 @@
-version https://git-lfs.github.com/spec/v1
-oid sha256:49f5031320ecfb548fce6a166f0374be4b1d58bec89114b3fa8dd3da88eef496
-size 77383
diff --git a/boxes/17.png b/boxes/17.png
deleted file mode 100644
index 1ca237ba53dcf8523ca861f97500141236901347..0000000000000000000000000000000000000000
--- a/boxes/17.png
+++ /dev/null
@@ -1,3 +0,0 @@
-version https://git-lfs.github.com/spec/v1
-oid sha256:9bcf30435f76c0955f04d8428adf2b8956d737673f964a154c8ef1fa969c1679
-size 38744
diff --git a/boxes/18.png b/boxes/18.png
deleted file mode 100644
index 455e74134722b580f36cd1f572a04898762ac06a..0000000000000000000000000000000000000000
--- a/boxes/18.png
+++ /dev/null
@@ -1,3 +0,0 @@
-version https://git-lfs.github.com/spec/v1
-oid sha256:6bc43ef8393e4b7255ec0d48b962f63e9ec33c83e68a2a5b6c6412b6371b912e
-size 394843
diff --git a/boxes/19.png b/boxes/19.png
deleted file mode 100644
index dff5ab5915633cabbd54c5cf9c37bd7b45080fc3..0000000000000000000000000000000000000000
--- a/boxes/19.png
+++ /dev/null
@@ -1,3 +0,0 @@
-version https://git-lfs.github.com/spec/v1
-oid sha256:f326a708892d2be493fabc6c46a72032119fb8c0c7fa30585277efceac952908
-size 95396
diff --git a/boxes/20.png b/boxes/20.png
deleted file mode 100644
index c646adcda5a41b923637c8e7ed46150b0c8d8ec3..0000000000000000000000000000000000000000
--- a/boxes/20.png
+++ /dev/null
@@ -1,3 +0,0 @@
-version https://git-lfs.github.com/spec/v1
-oid sha256:d633167ca34a85b01ea3d66a19186f8cb0014dfea98fd92df91d1e0295fc2b5a
-size 73532
diff --git a/boxes/21.png b/boxes/21.png
deleted file mode 100644
index 39e9b464d847a03509a584929609c5455093a4c8..0000000000000000000000000000000000000000
--- a/boxes/21.png
+++ /dev/null
@@ -1,3 +0,0 @@
-version https://git-lfs.github.com/spec/v1
-oid sha256:79c826fde3690a83ecd92ff42052780ebe9b2b59088de54510fd2738ee156fb9
-size 54579
diff --git a/boxes/22.png b/boxes/22.png
deleted file mode 100644
index 4c14bc7dbedecd3c70b277ad11a2681f24eb23ee..0000000000000000000000000000000000000000
--- a/boxes/22.png
+++ /dev/null
@@ -1,3 +0,0 @@
-version https://git-lfs.github.com/spec/v1
-oid sha256:ae64b75b789a4aaf3c26a0f7110ca6252e8a8f471fbcf54abfd188d02c3bf459
-size 371328
diff --git a/boxes/24.png b/boxes/24.png
deleted file mode 100644
index 8535b7151dec079e4ce5612dde99570ceba5a47d..0000000000000000000000000000000000000000
--- a/boxes/24.png
+++ /dev/null
@@ -1,3 +0,0 @@
-version https://git-lfs.github.com/spec/v1
-oid sha256:33aa09cabf18a449ed12470ce72a7611005b2c1797ab658f4357a4fff8a24558
-size 200217
diff --git a/boxes/25.png b/boxes/25.png
deleted file mode 100644
index 1633c8c66066885c4fb4c665df84bd920a3f809d..0000000000000000000000000000000000000000
--- a/boxes/25.png
+++ /dev/null
@@ -1,3 +0,0 @@
-version https://git-lfs.github.com/spec/v1
-oid sha256:535d082a5dd6863b83a245540469f4806ef78c910ebc58ad603d20c0b4d76927
-size 257039
diff --git a/boxes/26.png b/boxes/26.png
deleted file mode 100644
index 2f66689c2ed782994cd84feae179eebbe2683154..0000000000000000000000000000000000000000
--- a/boxes/26.png
+++ /dev/null
@@ -1,3 +0,0 @@
-version https://git-lfs.github.com/spec/v1
-oid sha256:d890afb7b5bd81029c654c99de06c9591ab39b7527aedf729e32bc9c3cfd2fdd
-size 104523
diff --git a/boxes/27.png b/boxes/27.png
deleted file mode 100644
index 32c0f0c3f1c41816453656e5fe006a2f10e0e2ab..0000000000000000000000000000000000000000
--- a/boxes/27.png
+++ /dev/null
@@ -1,3 +0,0 @@
-version https://git-lfs.github.com/spec/v1
-oid sha256:3989453f8d82751b392b7292862d73fa086f887f7cf8a131f57da0876afcd7a4
-size 58928
diff --git a/boxes/28.png b/boxes/28.png
deleted file mode 100644
index cc8730146b80bea8dbe05c81861b592c615926fc..0000000000000000000000000000000000000000
--- a/boxes/28.png
+++ /dev/null
@@ -1,3 +0,0 @@
-version https://git-lfs.github.com/spec/v1
-oid sha256:77b7cbd1f4d7dbd8a90cf4807494c99065c2904a07d91ea5a3b5c74277ef999f
-size 105342
diff --git a/data/boxes.tar.gz b/data/boxes.tar.gz
new file mode 100644
index 0000000000000000000000000000000000000000..c0908e1326f3f0de5e93d2b8ce3b442a1937ff46
--- /dev/null
+++ b/data/boxes.tar.gz
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:9b78cd78e54e7686f79c0d40ec4a0db8091155a0ccfdb715314a93e051c7c746
+size 3275212
diff --git a/data/images.tar.gz b/data/images.tar.gz
new file mode 100644
index 0000000000000000000000000000000000000000..069a4298313b9c99246a9e49f930bbf11d6e6e47
--- /dev/null
+++ b/data/images.tar.gz
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:6dc605c165804ad26425dce0724fc9134cee930b213368f8318ff66f010b4971
+size 2113120
diff --git a/data/pigs-detection-dataset.csv b/data/pigs-detection-dataset.csv
new file mode 100644
index 0000000000000000000000000000000000000000..b5837914167ce1e745eb3cb2b81f41d5772ff4d0
--- /dev/null
+++ b/data/pigs-detection-dataset.csv
@@ -0,0 +1,28 @@
+image_id,image_name,annotations
+1,images/01.png,"[{'type': 'box', 'label': 'pig_face', 'points': [(59.5, 18.27), (142.3, 109.0)]}]"
+2,images/02.png,"[{'type': 'box', 'label': 'pig_face', 'points': [(77.27, -8.82), (260.37, 228.82)]}]"
+3,images/03.png,"[{'type': 'box', 'label': 'pig_face', 'points': [(348.8, 98.03), (580.0, 342.41)]}]"
+4,images/04.png,"[{'type': 'box', 'label': 'pig_face', 'points': [(44.0, 114.1), (141.4, 185.0)]}]"
+5,images/05.png,"[{'type': 'box', 'label': 'pig_face', 'points': [(22.0, 112.6), (92.3, 183.1)]}]"
+6,images/06.png,"[{'type': 'box', 'label': 'pig_face', 'points': [(31.79, 386.3), (438.6, 699.23)]}]"
+7,images/07.png,"[{'type': 'box', 'label': 'pig_face', 'points': [(74.54, 31.62), (114.23, 68.22)]}]"
+8,images/08.png,"[{'type': 'box', 'label': 'pig_face', 'points': [(39.2, 51.2), (103.65, 121.7)]}, {'type': 'box', 'label': 'pig_face', 'points': [(72.06, 35.3), (131.5, 99.8)]}]"
+9,images/09.png,"[{'type': 'box', 'label': 'pig_face', 'points': [(4.92, 79.1), (88.6, 148.0)]}]"
+10,images/10.png,"[{'type': 'box', 'label': 'pig_face', 'points': [(31.3, 111.5), (127.2, 182.0)]}]"
+11,images/11.png,"[{'type': 'box', 'label': 'pig_face', 'points': [(11.9, 5.5), (54.6, 49.9)]}]"
+12,images/12.png,"[{'type': 'box', 'label': 'pig_face', 'points': [(33.1, 47.1), (76.7, 79.8)]}]"
+13,images/13.png,"[{'type': 'box', 'label': 'pig_face', 'points': [(340.9, 3.4), (457.6, 148.5)]}]"
+14,images/14.png,"[{'type': 'box', 'label': 'pig_face', 'points': [(2.52, 59.68), (75.89, 129.04)]}]"
+15,images/15.png,"[{'type': 'box', 'label': 'pig_face', 'points': [(77.71, 45.3), (152.29, 104.7)]}]"
+16,images/16.png,"[{'type': 'box', 'label': 'pig_face', 'points': [(24.05, 112.8), (135.96, 210.42)]}]"
+17,images/17.png,"[{'type': 'box', 'label': 'pig_face', 'points': [(39.04, 3.9), (108.5, 56.1)]}]"
+18,images/18.png,"[{'type': 'box', 'label': 'pig_face', 'points': [(308.64, 12.58), (541.95, 281.96)]}]"
+19,images/19.png,"[{'type': 'box', 'label': 'pig_face', 'points': [(158.5, 20.7), (241.1, 98.6)]}]"
+20,images/20.png,"[{'type': 'box', 'label': 'pig_face', 'points': [(41.7, 57.61), (119.71, 125.9)]}]"
+21,images/21.png,"[{'type': 'box', 'label': 'pig_face', 'points': [(8.44, 68.37), (55.2, 121.44)]}, {'type': 'box', 'label': 'pig_face', 'points': [(202.08, 96.4), (256.89, 146.26)]}]"
+22,images/22.png,"[{'type': 'box', 'label': 'pig_face', 'points': [(428.9, 198.3), (606.9, 466.8)]}, {'type': 'box', 'label': 'pig_face', 'points': [(9.5, 43.3), (198.2, 241.2)]}, {'type': 'box', 'label': 'pig_face', 'points': [(149.31, 242.2), (343.4, 503.3)]}]"
+24,images/24.png,"[{'type': 'box', 'label': 'pig_face', 'points': [(17.97, 115.29), (101.75, 174.11)]}, {'type': 'box', 'label': 'pig_face', 'points': [(151.13, 78.35), (216.07, 126.15)]}]"
+25,images/25.png,"[{'type': 'box', 'label': 'pig_face', 'points': [(0.6, 56.9), (352.1, 395.4)]}]"
+26,images/26.png,"[{'type': 'box', 'label': 'pig_face', 'points': [(31.5, 131.6), (273.8, 280.0)]}]"
+27,images/27.png,"[{'type': 'box', 'label': 'pig_face', 'points': [(129.2, 1.8), (235.0, 87.26)]}]"
+28,images/28.png,"[{'type': 'box', 'label': 'pig_face', 'points': [(19.34, 80.31), (266.85, 313.91)]}]"
diff --git a/images/01.png b/images/01.png
deleted file mode 100644
index a06a35853740fb290a01998d366c0533334991c5..0000000000000000000000000000000000000000
--- a/images/01.png
+++ /dev/null
@@ -1,3 +0,0 @@
-version https://git-lfs.github.com/spec/v1
-oid sha256:f59ad9f236a08491d94257a57bdc089c924ab6ec57a331b4fe446ff3ffc40d42
-size 51734
diff --git a/images/02.png b/images/02.png
deleted file mode 100644
index 06393f6909581757e175f3a05878468eab717e55..0000000000000000000000000000000000000000
--- a/images/02.png
+++ /dev/null
@@ -1,3 +0,0 @@
-version https://git-lfs.github.com/spec/v1
-oid sha256:f8ea7a903b640eaafdc0058b4659c2b0d80802dc7e6ca404d8a60cfa5778099c
-size 34812
diff --git a/images/03.png b/images/03.png
deleted file mode 100644
index 54b6ca82d19c60fa551ac69282868697ad248477..0000000000000000000000000000000000000000
--- a/images/03.png
+++ /dev/null
@@ -1,3 +0,0 @@
-version https://git-lfs.github.com/spec/v1
-oid sha256:6f74bc1e21a9a8e24e603927ac766d4ca597aa0080a44fae3ee46367834befb8
-size 383232
diff --git a/images/04.png b/images/04.png
deleted file mode 100644
index 970949a3b173ffcd68783865fef1c5c0d24f0ef8..0000000000000000000000000000000000000000
--- a/images/04.png
+++ /dev/null
@@ -1,3 +0,0 @@
-version https://git-lfs.github.com/spec/v1
-oid sha256:d54b9687b5067eb0d8f8c7f3aa273666073dac8bca51777e0dfe8579b994a47a
-size 29020
diff --git a/images/05.png b/images/05.png
deleted file mode 100644
index aac125ef27d807a51d9b21d153bafa19fe64b5ff..0000000000000000000000000000000000000000
--- a/images/05.png
+++ /dev/null
@@ -1,3 +0,0 @@
-version https://git-lfs.github.com/spec/v1
-oid sha256:8df7e8ddf4dab5e27e2088805919dd5ea10d1b73bb6278f33441c8a2e907a128
-size 45370
diff --git a/images/06.png b/images/06.png
deleted file mode 100644
index 71089e8173562aa0f1fb00212c78b87f624ece33..0000000000000000000000000000000000000000
--- a/images/06.png
+++ /dev/null
@@ -1,3 +0,0 @@
-version https://git-lfs.github.com/spec/v1
-oid sha256:31b4467d6170a194ec87044a7d596ab8690435f68243f126d987556633fc15b1
-size 108677
diff --git a/images/07.png b/images/07.png
deleted file mode 100644
index 6c059ef3da78ed857179b2559ce767d4f5548455..0000000000000000000000000000000000000000
--- a/images/07.png
+++ /dev/null
@@ -1,3 +0,0 @@
-version https://git-lfs.github.com/spec/v1
-oid sha256:52e9ebb8012438742289774776483291ba23ed7c4dd280d77704899876d5ecff
-size 5181
diff --git a/images/08.png b/images/08.png
deleted file mode 100644
index b5321c33ba509c8c27d73d882ff6e92c553761cc..0000000000000000000000000000000000000000
--- a/images/08.png
+++ /dev/null
@@ -1,3 +0,0 @@
-version https://git-lfs.github.com/spec/v1
-oid sha256:dd63c5a0abeb716201997c8a864fdaa33a1e37ba27ab60058763e02d5778e7eb
-size 6185
diff --git a/images/09.png b/images/09.png
deleted file mode 100644
index 3f6d5d4f9acf02aba46cb200022a00876e3887f0..0000000000000000000000000000000000000000
--- a/images/09.png
+++ /dev/null
@@ -1,3 +0,0 @@
-version https://git-lfs.github.com/spec/v1
-oid sha256:263d09a2e2f4f7f2bef1561a6cd6dcf388fa2d56fc53817c9da02c3b6c2ab4b8
-size 9390
diff --git a/images/10.png b/images/10.png
deleted file mode 100644
index 8854e13d38ce4725fccd5e6e864588ad09682064..0000000000000000000000000000000000000000
--- a/images/10.png
+++ /dev/null
@@ -1,3 +0,0 @@
-version https://git-lfs.github.com/spec/v1
-oid sha256:2d8e3663bb0cb7fd9d0f8deb54c546e26f84c48f62b427479c70fffd22e96d29
-size 13686
diff --git a/images/11.png b/images/11.png
deleted file mode 100644
index a439afb4d8a84230f355f4e50f9e9434aae8d39e..0000000000000000000000000000000000000000
--- a/images/11.png
+++ /dev/null
@@ -1,3 +0,0 @@
-version https://git-lfs.github.com/spec/v1
-oid sha256:a249010ca38d8228e5dc93411f845c7d2effbacb2404ea29642cc3c6ce2ff0fa
-size 3979
diff --git a/images/12.png b/images/12.png
deleted file mode 100644
index 24d58925f9028fc9ed6d17ba8444edca9b505478..0000000000000000000000000000000000000000
--- a/images/12.png
+++ /dev/null
@@ -1,3 +0,0 @@
-version https://git-lfs.github.com/spec/v1
-oid sha256:7947b8db35556f3790c78b0a9ac17c5f3bc6113ed9efe4127acaf60ef745fbe2
-size 4703
diff --git a/images/13.png b/images/13.png
deleted file mode 100644
index 1a500663966c9f5f53af2e82d68b426b27133d16..0000000000000000000000000000000000000000
--- a/images/13.png
+++ /dev/null
@@ -1,3 +0,0 @@
-version https://git-lfs.github.com/spec/v1
-oid sha256:05fafcf0ad8b0596f89a8495bd9df18d80be2e3b3c52355c4b49d899c52e363c
-size 35335
diff --git a/images/14.png b/images/14.png
deleted file mode 100644
index cde6fc6d9746a4a21f4bc2d087c6b1f30367a8de..0000000000000000000000000000000000000000
--- a/images/14.png
+++ /dev/null
@@ -1,3 +0,0 @@
-version https://git-lfs.github.com/spec/v1
-oid sha256:53f598e484de85728367ac38429f77509c49af56bc7e1c71bc2abebb6ac50b54
-size 8586
diff --git a/images/15.png b/images/15.png
deleted file mode 100644
index ce81a937634ea108cd3ffc12e0cf859ce3c82a25..0000000000000000000000000000000000000000
--- a/images/15.png
+++ /dev/null
@@ -1,3 +0,0 @@
-version https://git-lfs.github.com/spec/v1
-oid sha256:9169a958cfbcebc0386d45dcbe27e615de250ffe5e264ed176189a1defbdbef9
-size 7564
diff --git a/images/16.png b/images/16.png
deleted file mode 100644
index d9aa827044c28ded47366e6286c90e110dc585df..0000000000000000000000000000000000000000
--- a/images/16.png
+++ /dev/null
@@ -1,3 +0,0 @@
-version https://git-lfs.github.com/spec/v1
-oid sha256:152e922936245bf3dde478843565577d178926d17a2125be30ecce81c7225254
-size 18687
diff --git a/images/17.png b/images/17.png
deleted file mode 100644
index 0ccc5082b9d7c50871cbce9bf33aa3752da7d986..0000000000000000000000000000000000000000
--- a/images/17.png
+++ /dev/null
@@ -1,3 +0,0 @@
-version https://git-lfs.github.com/spec/v1
-oid sha256:48d432fc15582067713065143e501f49b083dde72e3905278e404291048a8deb
-size 11662
diff --git a/images/18.png b/images/18.png
deleted file mode 100644
index 7e325cd666a1d9726c56c3565d05818a1e527660..0000000000000000000000000000000000000000
--- a/images/18.png
+++ /dev/null
@@ -1,3 +0,0 @@
-version https://git-lfs.github.com/spec/v1
-oid sha256:196b98040f4ed94cd92a589eec43df31391e33bbf61b781f37c16f210dddc1bf
-size 121488
diff --git a/images/19.png b/images/19.png
deleted file mode 100644
index a829a363181dc542fbb717377a1c0b6bfee3d397..0000000000000000000000000000000000000000
--- a/images/19.png
+++ /dev/null
@@ -1,3 +0,0 @@
-version https://git-lfs.github.com/spec/v1
-oid sha256:a06322c5fb8a2324dbed9d1502d18eaae9e90573f81248a805f1b1c7d2a03b14
-size 39919
diff --git a/images/20.png b/images/20.png
deleted file mode 100644
index b4455181b831b5dca49a061c6f16842e45b7f523..0000000000000000000000000000000000000000
--- a/images/20.png
+++ /dev/null
@@ -1,3 +0,0 @@
-version https://git-lfs.github.com/spec/v1
-oid sha256:ba44df891813b803e97d3f453ae32606d38a8779876f8b025ef127bb3b06f7ef
-size 16740
diff --git a/images/21.png b/images/21.png
deleted file mode 100644
index a937cd962b8bb2802e6bd079175f14941027264e..0000000000000000000000000000000000000000
--- a/images/21.png
+++ /dev/null
@@ -1,3 +0,0 @@
-version https://git-lfs.github.com/spec/v1
-oid sha256:47b034f13e9476d87d51afa2858f7632b019200cd324d8b8e8ae027c205f24cc
-size 11045
diff --git a/images/22.png b/images/22.png
deleted file mode 100644
index 98e057521f214ec7d83a570ef66c9f9f5774e99d..0000000000000000000000000000000000000000
--- a/images/22.png
+++ /dev/null
@@ -1,3 +0,0 @@
-version https://git-lfs.github.com/spec/v1
-oid sha256:b81d19dba0f8933783d3cf2e542f3bca0c1d29493efe8cef7bcb74f185c0f14a
-size 78275
diff --git a/images/24.png b/images/24.png
deleted file mode 100644
index a83995d6c9bdb73be4d506200a5f05c9279c31e8..0000000000000000000000000000000000000000
--- a/images/24.png
+++ /dev/null
@@ -1,3 +0,0 @@
-version https://git-lfs.github.com/spec/v1
-oid sha256:a9416d4e3bc9622bf4d64f8c74b247a005d6f605de5a8fd768a55af9f7092800
-size 258996
diff --git a/images/25.png b/images/25.png
deleted file mode 100644
index ee7b5541ada055c87ff431dfb09340be8bc3e4e8..0000000000000000000000000000000000000000
--- a/images/25.png
+++ /dev/null
@@ -1,3 +0,0 @@
-version https://git-lfs.github.com/spec/v1
-oid sha256:8797850f0639ba8704366310f340c4b96258c91f3c6f0422f7a6d3dbf986053a
-size 421763
diff --git a/images/26.png b/images/26.png
deleted file mode 100644
index 3f1218eefb3e1ee679b94dea48ce7000c3130b5e..0000000000000000000000000000000000000000
--- a/images/26.png
+++ /dev/null
@@ -1,3 +0,0 @@
-version https://git-lfs.github.com/spec/v1
-oid sha256:ad13cb99820d9de1aadcfd729217d0ed7be0a9a91d64b76b1571f30d7c400b06
-size 176612
diff --git a/images/27.png b/images/27.png
deleted file mode 100644
index fd5657d1566eec40c391d5736ddf936ff0deda7f..0000000000000000000000000000000000000000
--- a/images/27.png
+++ /dev/null
@@ -1,3 +0,0 @@
-version https://git-lfs.github.com/spec/v1
-oid sha256:2d0964920aa504af26954eeed41d803f7af6887e212514e818c32ab0037f7270
-size 81543
diff --git a/images/28.png b/images/28.png
deleted file mode 100644
index 0b918e47f9d38132e5a8bc9b5617d0183734e55c..0000000000000000000000000000000000000000
--- a/images/28.png
+++ /dev/null
@@ -1,3 +0,0 @@
-version https://git-lfs.github.com/spec/v1
-oid sha256:0a71fa688594ac04cb2922c3330306bbe630a5b1b65fdfd30f186e129623e133
-size 168310
diff --git a/pigs-detection-dataset.py b/pigs-detection-dataset.py
new file mode 100644
index 0000000000000000000000000000000000000000..ac3eeacbd3f6815879ddee70a373f4c042bd6866
--- /dev/null
+++ b/pigs-detection-dataset.py
@@ -0,0 +1,76 @@
+import datasets
+import pandas as pd
+
+_CITATION = """\
+@InProceedings{huggingface:dataset,
+title = {pigs-detection-dataset},
+author = {TrainingDataPro},
+year = {2023}
+}
+"""
+
+_DESCRIPTION = """\
+The dataset is a collection of images along with corresponding bounding box annotations
+that are specifically curated for **detecting pigs' heads** in images. The dataset
+covers different *pig breeds, sizes, and orientations*, providing a comprehensive
+representation of pig appearances.
+The pig detection dataset provides a valuable resource for researchers working on pig
+detection tasks. It offers a diverse collection of annotated images, allowing for
+comprehensive algorithm development, evaluation, and benchmarking, ultimately aiding in
+the development of accurate and robust models.
+"""
+_NAME = "pigs-detection-dataset"
+
+_HOMEPAGE = f"https://huggingface.co/datasets/TrainingDataPro/{_NAME}"
+
+_LICENSE = ""
+
+_DATA = f"https://huggingface.co/datasets/TrainingDataPro/{_NAME}/resolve/main/data/"
+
+
+class PigsDetectionDataset(datasets.GeneratorBasedBuilder):
+    def _info(self):
+        return datasets.DatasetInfo(
+            description=_DESCRIPTION,
+            features=datasets.Features(
+                {
+                    "id": datasets.Value("int32"),
+                    "image": datasets.Image(),
+                    "mask": datasets.Image(),
+                    "bboxes": datasets.Value("string"),
+                }
+            ),
+            supervised_keys=None,
+            homepage=_HOMEPAGE,
+            citation=_CITATION,
+        )
+
+    def _split_generators(self, dl_manager):
+        images = dl_manager.download(f"{_DATA}images.tar.gz")
+        masks = dl_manager.download(f"{_DATA}boxes.tar.gz")
+        annotations = dl_manager.download(f"{_DATA}{_NAME}.csv")
+        images = dl_manager.iter_archive(images)
+        masks = dl_manager.iter_archive(masks)
+        return [
+            datasets.SplitGenerator(
+                name=datasets.Split.TRAIN,
+                gen_kwargs={
+                    "images": images,
+                    "masks": masks,
+                    "annotations": annotations,
+                },
+            ),
+        ]
+
+    def _generate_examples(self, images, masks, annotations):
+        annotations_df = pd.read_csv(annotations)
+
+        for idx, ((image_path, image), (mask_path, mask)) in enumerate(
+            zip(images, masks)
+        ):
+            yield idx, {
+                "id": annotations_df["image_id"].iloc[idx],
+                "image": {"path": image_path, "bytes": image.read()},
+                "mask": {"path": mask_path, "bytes": mask.read()},
+                "bboxes": annotations_df["annotations"].iloc[idx],
+            }
diff --git a/pigs.csv b/pigs.csv
deleted file mode 100644
index dc6f8b50e258f13d97ff7fc7666900d6e68d6cad..0000000000000000000000000000000000000000
--- a/pigs.csv
+++ /dev/null
@@ -1,28 +0,0 @@
-"image_id","image_name"
-"1","images/01.jpg"
-"2","images/02.jpg"
-"3","images/03.jpg"
-"4","images/04.jpg"
-"5","images/05.jpg"
-"6","images/06.jpg"
-"7","images/07.jpg"
-"8","images/08.jpg"
-"9","images/09.jpg"
-"10","images/10.jpg"
-"11","images/11.jpg"
-"12","images/12.jpg"
-"13","images/13.jpg"
-"14","images/14.jpg"
-"15","images/15.jpg"
-"16","images/16.jpg"
-"17","images/17.jpg"
-"18","images/18.jpg"
-"19","images/19.jpg"
-"20","images/20.jpg"
-"21","images/21.jpg"
-"22","images/22.jpg"
-"24","images/24.jpg"
-"25","images/25.jpg"
-"26","images/26.jpg"
-"27","images/27.jpg"
-"28","images/28.jpg"