Datasets:

TrainingDataPro
/

hair-detection-and-segmentation

Tasks:

Image Segmentation

Image Classification

Languages: English

Tags: code

License: cc-by-nc-nd-4.0

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[{'expected': SplitInfo(name='train', num_bytes=482079410, num_examples=98, shard_lengths=None, dataset_name=None), 'recorded': SplitInfo(name='train', num_bytes=266928702, num_examples=50, shard_lengths=None, dataset_name='hair-detection-and-segmentation')}]

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id int32	image image	mask image	collage image	shapes string
0				"[{'type': 'polygon', 'label': 'hair', 'points': [(84.7, 414.0), (81.08, 394.98), (79.97, 382.33), (78.11, 360.02), (77.74, 346.26), (77.74, 329.52), (78.85, 319.48), (81.45, 307.21), (85.92, 297.91), (102.2, 300.9), (91.1, 383.7)]}, {'type': 'polygon', 'label': 'hair', 'points': [(295.38, 461.4), (295.58, 458.1), (291.48, 461.1), (289.78, 463.5), (286.38, 465.9), (284.98, 466.5), (280.98, 465.0), (276.68, 460.2), (281.28, 464.0), (283.58, 465.4), (285.88, 465.4), (287.68, 463.8), (290.78, 460.5), (292.68, 457.0), (295.88, 455.7)]}, {'type': 'polygon', 'label': 'hair', 'points': [(295.84, 454.12), (292.39, 450.66), (293.97, 446.19), (296.3, 443.2), (299.3, 437.5)]}, {'type': 'polygon', 'label': 'hair', 'points': [(301.89, 431.63), (305.47, 408.34), (305.47, 393.29), (304.03, 381.47), (295.5, 347.0), (285.4, 298.5), (307.26, 371.06), (309.78, 387.19), (310.5, 400.8)]}, {'type': 'polygon', 'label': 'hair', 'points': [(294.62, 341.07), (299.18, 382.95), (298.76, 402.44), (293.73, 424.2), (269.24, 467.78), (261.17, 477.34), (258.58, 475.64), (269.67, 465.83), (292.98, 423.53), (298.14, 401.97), (297.33, 383.06), (291.36, 343.47), (281.68, 309.59), (278.9, 301.3), (280.5, 301.2), (290.26, 334.72), (291.92, 339.7)]}, {'type': 'polygon', 'label': 'hair', 'points': [(279.53, 494.88), (275.17, 489.28), (272.55, 485.17), (270.44, 482.68), (264.58, 480.43), (257.86, 477.45), (253.0, 472.59), (259.97, 476.57), (264.58, 479.81), (270.06, 479.94), (268.07, 476.32), (274.55, 480.31), (275.54, 479.06), (281.52, 481.93), (287.0, 481.8), (288.37, 481.8)]}, {'type': 'polygon', 'label': 'hair', 'points': [(293.38, 475.5), (289.98, 478.4), (289.78, 475.9), (292.68, 472.7), (294.38, 471.4)]}, {'type': 'tag', 'label': 'is_hair'}]"
1				"[{'type': 'tag', 'label': 'no_hair'}]"
2				"[{'type': 'polygon', 'label': 'hair', 'points': [(375.98, 438.7), (374.93, 480.39), (380.77, 523.37), (391.16, 542.76), (389.99, 518.47), (386.37, 489.27), (382.05, 469.88)]}, {'type': 'tag', 'label': 'is_hair'}]"
3				"[{'type': 'polygon', 'label': 'hair', 'points': [(441.94, 716.54), (446.4, 716.54), (438.62, 740.02), (431.42, 769.82), (429.7, 797.62), (432.86, 838.22), (437.47, 859.68), (436.03, 807.12), (437.62, 777.89), (444.53, 745.49), (455.47, 716.69), (462.1, 716.69), (450.58, 741.31), (442.66, 768.82), (438.05, 810.43), (439.92, 860.69), (445.1, 883.3), (450.0, 909.22), (459.07, 930.24), (465.84, 938.02), (458.64, 934.99), (448.7, 911.23), (439.78, 875.95), (434.59, 857.81), (428.98, 821.81), (427.39, 791.71), (432.0, 749.38)]}, {'type': 'polygon', 'label': 'hair', 'points': [(404.9, 717.44), (393.52, 718.59), (378.98, 727.23), (375.23, 739.61), (374.23, 749.26), (385.31, 741.63), (394.53, 731.69)]}, {'type': 'tag', 'label': 'is_hair'}]"
4				"[{'type': 'polygon', 'label': 'hair', 'points': [(1668.46, 1254.39), (1701.36, 1290.9), (1720.52, 1377.65), (1726.3, 1425.37), (1727.38, 1449.59), (1705.7, 1438.38), (1670.99, 1390.67), (1662.32, 1320.54), (1648.4, 1273.08)]}, {'type': 'tag', 'label': 'is_hair'}]"
5				"[{'type': 'tag', 'label': 'no_hair'}]"
6				"[{'type': 'tag', 'label': 'no_hair'}]"
7				"[{'type': 'tag', 'label': 'no_hair'}]"
8				"[{'type': 'polygon', 'label': 'hair', 'points': [(1398.73, 886.75), (1432.19, 912.91), (1466.56, 1011.47), (1493.02, 1164.17), (1501.84, 1289.19), (1478.73, 1413.6), (1454.7, 1501.21), (1463.52, 1353.98), (1456.83, 1224.7), (1440.43, 1192.82), (1414.85, 1057.19), (1401.92, 939.32)]}, {'type': 'polygon', 'label': 'hair', 'points': [(469.11, 891.19), (416.02, 910.11), (362.93, 982.12), (355.57, 1114.58), (342.96, 1294.87), (359.25, 1519.84), (383.43, 1696.46), (447.03, 1890.41), (511.16, 2008.68), (525.35, 2012.89), (481.2, 1927.21), (461.75, 1847.84), (496.44, 1883.58), (525.88, 1909.86), (545.33, 1923.0), (513.26, 1827.34), (479.62, 1732.2), (472.26, 1636.53), (467.01, 1493.04), (445.46, 1325.89), (439.67, 1171.35), (441.25, 1116.16), (450.71, 1191.33), (469.11, 1291.19), (495.92, 1379.5), (511.16, 1416.82), (513.79, 1416.29), (486.98, 1344.81), (472.79, 1280.68), (456.49, 1192.9), (451.76, 1104.6), (448.61, 994.21), (458.6, 933.24)]}, {'type': 'polygon', 'label': 'hair', 'points': [(1388.7, 1695.7), (1374.88, 1715.73), (1343.79, 1734.39), (1327.41, 1740.19), (1328.79, 1746.34), (1337.15, 1740.82), (1352.7, 1735.77), (1341.02, 1753.53), (1336.6, 1772.74), (1310.2, 1790.22), (1283.53, 1807.98), (1300.46, 1809.08), (1311.59, 1804.39), (1312.97, 1809.08), (1325.48, 1792.98), (1348.76, 1776.33), (1339.92, 1802.45), (1298.8, 1839.63), (1281.87, 1854.9), (1283.26, 1857.11), (1302.12, 1843.77), (1326.58, 1820.76), (1306.4, 1866.02), (1288.51, 1898.84), (1300.05, 1890.83), (1335.77, 1851.1), (1352.42, 1847.02), (1346.14, 1864.29), (1317.53, 1903.89), (1291.13, 1952.25), (1263.08, 2002.0), (1238.62, 2031.09), (1231.37, 2050.51), (1229.36, 2070.48), (1241.73, 2067.3), (1282.57, 2031.3), (1316.91, 1974.5), (1350.14, 1911.49), (1372.74, 1812.82), (1387.66, 1734.87)]}, {'type': 'tag', 'label': 'is_hair'}]"
9				"[{'type': 'tag', 'label': 'no_hair'}]"
10				"[{'type': 'tag', 'label': 'no_hair'}]"
11				"[{'type': 'tag', 'label': 'no_hair'}]"
12				"[{'type': 'tag', 'label': 'no_hair'}]"
13				"[{'type': 'tag', 'label': 'no_hair'}]"
14				"[{'type': 'tag', 'label': 'no_hair'}]"
15				"[{'type': 'polygon', 'label': 'hair', 'points': [(618.67, 1071.27), (594.57, 1112.18), (584.28, 1224.89), (582.02, 1339.86), (591.56, 1455.59), (605.36, 1520.1), (616.16, 1576.83), (619.67, 1554.49), (615.4, 1526.63), (618.92, 1534.66), (620.17, 1560.26), (616.41, 1579.09), (619.42, 1574.82), (622.68, 1562.27), (621.43, 1527.13), (626.2, 1538.68), (632.22, 1578.59), (632.22, 1599.17), (627.95, 1618.0), (630.97, 1618.25), (636.74, 1599.17), (636.74, 1567.8), (630.72, 1527.38), (617.66, 1466.63), (619.42, 1420.95), (617.91, 1388.31), (623.44, 1338.11), (632.47, 1295.18), (638.0, 1245.5), (637.9, 1191.0), (627.33, 1161.05)]}, {'type': 'tag', 'label': 'is_hair'}]"
16				"[{'type': 'polygon', 'label': 'hair', 'points': [(870.29, 621.18), (817.64, 634.25), (823.39, 792.01), (853.38, 895.74), (876.74, 948.56), (904.63, 939.84), (919.27, 920.49), (889.98, 834.55), (873.3, 711.4)]}, {'type': 'polygon', 'label': 'hair', 'points': [(1014.5, 621.9), (953.37, 615.95), (905.88, 617.83), (902.54, 697.74), (914.04, 783.09), (937.68, 877.85), (949.19, 906.51), (984.75, 905.47), (1014.03, 891.03), (1023.1, 883.3), (1001.0, 762.1), (1010.4, 682.1)]}, {'type': 'polygon', 'label': 'hair', 'points': [(1559.24, 652.55), (1592.37, 656.82), (1582.83, 720.08), (1572.04, 773.05), (1554.47, 818.23), (1540.16, 819.99), (1553.21, 797.15), (1558.73, 732.13)]}, {'type': 'polygon', 'label': 'hair', 'points': [(1493.14, 649.42), (1483.03, 648.55), (1473.1, 763.6), (1468.91, 829.32), (1475.89, 829.32), (1482.16, 734.84)]}, {'type': 'polygon', 'label': 'hair', 'points': [(1768.34, 725.88), (1809.19, 775.04), (1818.95, 848.78), (1817.86, 947.82), (1801.6, 1042.53), (1777.01, 1045.78), (1749.54, 1019.03), (1753.88, 846.25)]}, {'type': 'polygon', 'label': 'hair', 'points': [(764.91, 649.54), (692.02, 680.87), (639.3, 712.2), (605.86, 776.96), (602.85, 886.31), (625.75, 1081.81), (700.45, 1292.07), (750.7, 1398.3), (797.0, 1435.2), (817.63, 1479.13), (846.55, 1558.06), (850.77, 1637.58), (858.9, 1588.48), (861.61, 1524.02), (857.99, 1475.52), (847.3, 1434.2), (882.3, 1460.6), (899.87, 1455.34), (894.8, 1422.2), (883.5, 1364.4), (849.3, 1297.2), (819.14, 1236.34), (771.24, 1154.1), (727.86, 1069.76), (700.75, 974.87), (687.5, 901.67), (685.69, 847.75), (700.75, 912.82), (716.12, 954.39), (723.04, 992.04), (763.11, 986.62), (767.63, 970.35), (748.35, 912.22), (747.14, 804.38), (753.47, 714.61)]}, {'type': 'tag', 'label': 'is_hair'}]"
17				"[{'type': 'polygon', 'label': 'hair', 'points': [(1501.39, 912.49), (1597.01, 962.55), (1634.35, 1024.52), (1658.15, 1143.94), (1661.03, 1285.94), (1648.3, 1418.49), (1618.76, 1545.71), (1512.06, 1709.04), (1544.89, 1584.28), (1546.53, 1393.05), (1538.07, 1330.42), (1526.21, 1257.37), (1481.07, 1357.14), (1422.67, 1461.05), (1416.56, 1458.67), (1463.47, 1378.89), (1495.31, 1309.04), (1509.55, 1232.26), (1517.97, 1151.99), (1520.43, 1050.74), (1517.64, 996.16), (1491.58, 907.07)]}, {'type': 'polygon', 'label': 'hair', 'points': [(709.84, 1010.65), (695.89, 1062.77), (689.73, 1201.48), (704.92, 1334.44), (708.2, 1253.19), (719.28, 1194.5), (709.43, 1118.58), (704.5, 1043.07), (707.38, 1031.58), (718.87, 1076.72), (726.67, 1099.29), (732.41, 1096.83), (722.56, 1063.59), (715.59, 1027.48)]}, {'type': 'tag', 'label': 'is_hair'}]"
18				"[{'type': 'tag', 'label': 'no_hair'}]"
19				"[{'type': 'polygon', 'label': 'hair', 'points': [(1275.0, 1468.19), (1037.7, 1488.48), (838.33, 1529.94), (697.18, 1611.1), (616.91, 1735.48), (559.56, 1896.04), (556.39, 1999.78), (562.83, 1995.54), (605.0, 1965.73), (678.04, 1919.33), (621.67, 1974.64), (609.23, 1991.31), (608.88, 1998.37), (644.87, 1968.37), (698.06, 1911.91), (718.35, 1894.27), (724.53, 1915.44), (742.17, 1931.32), (776.58, 1902.21), (817.16, 1858.99), (876.26, 1822.82), (945.07, 1766.36), (1002.41, 1725.78), (1113.56, 1674.61), (1181.49, 1624.33), (1245.0, 1563.46), (1294.4, 1512.3), (1319.99, 1473.48)]}, {'type': 'polygon', 'label': 'hair', 'points': [(2352.99, 1786.65), (2331.82, 1818.41), (2298.3, 1846.64), (2306.24, 1851.05), (2342.41, 1826.35), (2360.6, 1806.1)]}, {'type': 'tag', 'label': 'is_hair'}]"
20				"[{'type': 'tag', 'label': 'no_hair'}]"
21				"[{'type': 'polygon', 'label': 'hair', 'points': [(1141.67, 1151.82), (1191.25, 1204.77), (1149.56, 1201.39), (1132.66, 1192.38), (1118.01, 1201.39), (1116.89, 1219.42), (1079.7, 1211.53), (1061.67, 1192.38), (1017.73, 1184.49), (974.91, 1183.36), (932.1, 1147.31)]}, {'type': 'polygon', 'label': 'hair', 'points': [(1426.37, 1146.56), (1450.59, 1177.64), (1482.14, 1229.84), (1500.55, 1282.52), (1506.56, 1279.23), (1496.79, 1246.09), (1462.52, 1186.37), (1441.86, 1147.21)]}, {'type': 'polygon', 'label': 'hair', 'points': [(1236.22, 1149.81), (1321.88, 1148.67), (1358.48, 1149.81), (1390.56, 1199.24), (1394.71, 1214.71), (1386.03, 1215.47), (1370.18, 1196.22), (1376.22, 1215.47), (1387.91, 1255.09), (1393.95, 1291.31), (1388.29, 1322.63), (1381.88, 1322.63), (1378.86, 1266.03), (1366.78, 1253.2), (1347.16, 1253.96), (1320.37, 1251.69), (1297.73, 1252.82), (1286.78, 1211.69), (1267.54, 1193.2), (1247.92, 1175.47)]}, {'type': 'polygon', 'label': 'hair', 'points': [(644.77, 1271.25), (666.18, 1221.67), (725.9, 1167.59), (804.77, 1145.05), (907.31, 1141.67), (952.38, 1205.9), (1001.96, 1256.6), (1014.35, 1271.25), (956.89, 1275.76), (857.73, 1263.36), (811.53, 1275.76), (770.97, 1246.46), (754.07, 1211.53), (720.27, 1234.07), (714.63, 1282.52), (702.24, 1307.31), (681.96, 1336.6), (660.55, 1298.29)]}, {'type': 'polygon', 'label': 'hair', 'points': [(1157.7, 1153.29), (1205.51, 1150.03), (1218.55, 1150.03), (1246.81, 1183.72), (1264.2, 1214.7), (1246.81, 1204.92), (1199.54, 1186.98), (1188.12, 1172.86), (1203.34, 1198.39), (1218.55, 1215.24), (1185.95, 1191.33), (1175.08, 1171.77)]}, {'type': 'tag', 'label': 'is_hair'}]"
22				"[{'type': 'polygon', 'label': 'hair', 'points': [(1421.77, 1183.9), (1440.55, 1224.59), (1443.68, 1303.62), (1437.42, 1360.74), (1395.95, 1365.43), (1377.17, 1354.48), (1374.82, 1339.61), (1396.73, 1340.39), (1399.86, 1336.48), (1399.86, 1315.35), (1408.47, 1259.01), (1415.51, 1212.07)]}, {'type': 'polygon', 'label': 'hair', 'points': [(561.17, 1151.44), (564.95, 1177.86), (564.63, 1190.44), (555.2, 1203.33), (551.11, 1219.05), (547.65, 1225.34), (543.56, 1221.88), (544.82, 1194.52), (550.17, 1158.05), (559.6, 1135.09)]}, {'type': 'polygon', 'label': 'hair', 'points': [(544.92, 1229.37), (534.6, 1274.47), (524.27, 1324.46), (520.47, 1368.47), (525.36, 1346.2), (545.47, 1333.7), (557.42, 1332.07), (556.33, 1323.92), (546.01, 1323.92), (548.18, 1274.47)]}, {'type': 'tag', 'label': 'is_hair'}]"
23				"[{'type': 'polygon', 'label': 'hair', 'points': [(764.58, 1989.37), (782.57, 2103.7), (785.75, 2210.61), (743.41, 2327.06), (745.52, 2341.88), (774.11, 2294.24), (797.39, 2178.86), (785.75, 1981.96), (782.57, 1878.22), (774.11, 1836.93), (761.4, 1857.04), (747.64, 1932.2), (738.11, 1975.61), (734.94, 1999.95), (723.29, 2023.24), (720.96, 2001.44), (708.26, 2044.63), (701.91, 2067.49), (704.42, 2107.93), (713.24, 2136.16), (722.06, 2232.32), (730.88, 2272.89), (737.94, 2271.13), (735.29, 2210.26), (721.18, 2093.82), (727.32, 2049.71), (748.7, 1991.49), (767.75, 1907.86)]}, {'type': 'polygon', 'label': 'hair', 'points': [(1849.55, 1634.43), (1884.67, 1636.62), (1889.06, 1908.82), (1869.3, 2170.03), (1878.08, 2367.59), (1908.82, 2591.49), (1908.82, 2786.85), (1875.89, 2863.68), (1821.01, 2933.92), (1821.01, 2922.95), (1867.11, 2843.93), (1889.06, 2756.12), (1862.72, 2547.59), (1847.35, 2255.64), (1842.96, 2093.2), (1858.33, 1970.28), (1856.13, 1801.26)]}, {'type': 'polygon', 'label': 'hair', 'points': [(1935.89, 1640.16), (2066.98, 1684.37), (2124.91, 1759.06), (2134.06, 1980.09), (2127.96, 2217.9), (2099.0, 2313.93), (2060.89, 2449.6), (2039.55, 2451.13), (1990.77, 2263.63), (1948.08, 2088.33), (1938.94, 1952.66), (1925.22, 2028.87), (1925.22, 2086.8), (1928.27, 2149.3), (1917.6, 2126.43), (1916.07, 2030.4), (1928.27, 1923.69), (1938.94, 1827.66), (1931.32, 1728.57)]}, {'type': 'polygon', 'label': 'hair', 'points': [(822.59, 1659.72), (776.86, 1702.91), (766.7, 1807.08), (797.18, 1725.78)]}, {'type': 'tag', 'label': 'is_hair'}]"
24				"[{'type': 'tag', 'label': 'no_hair'}]"
25				"[{'type': 'tag', 'label': 'no_hair'}]"
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Hair Detection & Segmentation Dataset

The dataset consists of images of people for detection and segmentation of hairs within the oval region of the face. It primarily focuses on identifying the presence of hair strands within the facial area and accurately segmenting them for further analysis or applications.

The dataset contains a diverse collection of images depicting people with different hair styles, colors, lengths, and textures. Each image is annotated with annotations that indicate the boundaries and contours of the individual hair strands within the oval of the face.

The dataset can be utilized for various purposes, such as developing machine learning models or algorithms for hair detection and segmentation. It can also be used for research in facial recognition, virtual try-on applications, hairstyle recommendation systems, and other related areas.

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Dataset structure

images - contains of original images of people
masks - includes segmentation masks for the original images
collages - includes original images with colored hairs within the oval of the face
annotations.xml - contains coordinates of the bounding boxes and labels, created for the original photo

Data Format

Each image from images folder is accompanied by an XML-annotation in the annotations.xml file indicating the coordinates of the bounding boxes and labels for parking spaces. For each point, the x and y coordinates are provided.