Image Segmentation
ultralytics
English
Japanese
yolo
yolov11
manga
speech-bubble
segmentation
object-detection
computer-vision
Instructions to use juithealien/manga109-segmentation-bubble with libraries, inference providers, notebooks, and local apps. Follow these links to get started.
- Libraries
- ultralytics
How to use juithealien/manga109-segmentation-bubble with ultralytics:
from ultralytics import YOLOvv11 model = YOLOvv11.from_pretrained("juithealien/manga109-segmentation-bubble") source = 'http://images.cocodataset.org/val2017/000000039769.jpg' model.predict(source=source, save=True) - Notebooks
- Google Colab
- Kaggle
| epoch,time,train/box_loss,train/seg_loss,train/cls_loss,train/dfl_loss,metrics/precision(B),metrics/recall(B),metrics/mAP50(B),metrics/mAP50-95(B),metrics/precision(M),metrics/recall(M),metrics/mAP50(M),metrics/mAP50-95(M),val/box_loss,val/seg_loss,val/cls_loss,val/dfl_loss,lr/pg0,lr/pg1,lr/pg2 | |
| 1,706.914,0.43378,0.55952,0.94032,0.84951,0.96054,0.95637,0.97894,0.9071,0.96358,0.95622,0.98092,0.89872,0.35756,0.42317,0.41822,0.81485,0.00333,0.00333,0.00333 | |
| 2,1361.13,0.42427,0.4244,0.50122,0.83991,0.96653,0.95808,0.98334,0.91977,0.968,0.95954,0.98491,0.90478,0.35019,0.38284,0.33781,0.81813,0.00659737,0.00659737,0.00659737 | |
| 3,2014.13,0.44112,0.38538,0.43594,0.84968,0.96687,0.95828,0.98265,0.92678,0.96842,0.95966,0.98408,0.92819,0.31968,0.38892,0.31273,0.82727,0.00979874,0.00979874,0.00979874 | |
| 4,2659.63,0.42057,0.37253,0.39391,0.84975,0.96541,0.95714,0.97985,0.93136,0.96716,0.95887,0.98103,0.92225,0.30704,0.37096,0.31428,0.82207,0.009703,0.009703,0.009703 | |
| 5,3300.33,0.38289,0.35865,0.3545,0.8427,0.96834,0.96002,0.98567,0.94145,0.96969,0.96137,0.98659,0.92986,0.28652,0.37294,0.2805,0.81816,0.009604,0.009604,0.009604 | |
| 6,3940.1,0.36158,0.35068,0.32936,0.83751,0.96953,0.96302,0.98563,0.94266,0.971,0.9644,0.98678,0.9186,0.28929,0.3859,0.26893,0.8221,0.009505,0.009505,0.009505 | |
| 7,4579.28,0.34761,0.34673,0.31752,0.83489,0.97073,0.96022,0.98556,0.94799,0.972,0.9611,0.98618,0.9318,0.27398,0.36396,0.26311,0.81297,0.009406,0.009406,0.009406 | |
| 8,5218.3,0.33715,0.34116,0.30638,0.83201,0.97004,0.96748,0.98778,0.94922,0.97155,0.96922,0.98879,0.93211,0.27091,0.36204,0.24675,0.81537,0.009307,0.009307,0.009307 | |
| 9,5856.42,0.32716,0.32776,0.29629,0.8295,0.96957,0.96791,0.98833,0.95391,0.97114,0.96924,0.98893,0.93826,0.25602,0.34473,0.24038,0.80953,0.009208,0.009208,0.009208 | |
| 10,6498.28,0.31999,0.32391,0.28755,0.82673,0.97196,0.96202,0.98667,0.95177,0.97323,0.9629,0.98751,0.93728,0.25663,0.34996,0.23957,0.81071,0.009109,0.009109,0.009109 | |
| 11,7140.77,0.31266,0.31989,0.28081,0.82496,0.96995,0.96736,0.98928,0.95594,0.97114,0.96855,0.9899,0.93418,0.24816,0.3437,0.2266,0.8083,0.00901,0.00901,0.00901 | |
| 12,7781.02,0.31,0.32526,0.27707,0.82441,0.96873,0.96843,0.98879,0.95566,0.96982,0.96955,0.98928,0.93415,0.25108,0.33794,0.22936,0.80756,0.008911,0.008911,0.008911 | |
| 13,8421.45,0.30195,0.30923,0.27101,0.82359,0.97001,0.96638,0.98833,0.95551,0.97094,0.96741,0.9889,0.93836,0.25044,0.33709,0.22602,0.80631,0.008812,0.008812,0.008812 | |
| 14,9058.92,0.30178,0.31828,0.26952,0.82364,0.9697,0.97147,0.98941,0.95605,0.97065,0.97279,0.9899,0.94081,0.2454,0.33441,0.21781,0.80502,0.008713,0.008713,0.008713 | |
| 15,9700.04,0.29717,0.31329,0.26244,0.82064,0.96828,0.96943,0.98897,0.95627,0.96935,0.97058,0.98957,0.93523,0.24471,0.32999,0.21663,0.8076,0.008614,0.008614,0.008614 | |
| 16,10339.4,0.29183,0.30715,0.25872,0.82004,0.9694,0.96477,0.98837,0.95511,0.97072,0.96586,0.9889,0.93815,0.24541,0.33798,0.22149,0.80561,0.008515,0.008515,0.008515 | |
| 17,10977.9,0.28992,0.30563,0.25627,0.81989,0.97133,0.96928,0.98978,0.95939,0.97225,0.97043,0.99034,0.94082,0.23864,0.32715,0.21147,0.80359,0.008416,0.008416,0.008416 | |
| 18,11620.2,0.28652,0.30408,0.25332,0.81796,0.96904,0.96647,0.98879,0.95525,0.97001,0.96801,0.98945,0.93956,0.24419,0.33634,0.21458,0.80645,0.008317,0.008317,0.008317 | |
| 19,12262.6,0.28711,0.30675,0.25137,0.81823,0.97047,0.96816,0.99001,0.95797,0.97002,0.97054,0.99049,0.94056,0.23781,0.32563,0.20886,0.80285,0.008218,0.008218,0.008218 | |
| 20,12902.5,0.28014,0.30095,0.24556,0.81618,0.97266,0.96609,0.98976,0.95824,0.97424,0.96709,0.99027,0.93816,0.2391,0.32455,0.208,0.80456,0.008119,0.008119,0.008119 | |
| 21,13542,0.27967,0.29931,0.24745,0.8169,0.97386,0.96735,0.98984,0.95996,0.97518,0.96866,0.99022,0.94391,0.23344,0.3186,0.20319,0.80025,0.00802,0.00802,0.00802 | |
| 22,14182,0.27693,0.29394,0.24185,0.81444,0.96979,0.97081,0.98915,0.96012,0.97116,0.97193,0.98963,0.94477,0.23577,0.33233,0.20281,0.80219,0.007921,0.007921,0.007921 | |
| 23,14819.5,0.27726,0.29894,0.24189,0.81573,0.97285,0.97031,0.99026,0.96041,0.97393,0.97128,0.99073,0.94403,0.23351,0.32471,0.20129,0.79972,0.007822,0.007822,0.007822 | |
| 24,15457.9,0.27383,0.29854,0.23887,0.81483,0.97138,0.97035,0.99005,0.9616,0.97244,0.97164,0.99045,0.94141,0.23658,0.32406,0.20402,0.80129,0.007723,0.007723,0.007723 | |
| 25,16099.3,0.27308,0.29582,0.23663,0.81324,0.97354,0.97212,0.99044,0.96229,0.97462,0.97327,0.99088,0.94203,0.23172,0.32007,0.19582,0.79917,0.007624,0.007624,0.007624 | |
| 26,16741.3,0.27247,0.29597,0.23654,0.81357,0.97377,0.9715,0.99027,0.96225,0.97488,0.97262,0.99071,0.94404,0.23076,0.32353,0.19355,0.80115,0.007525,0.007525,0.007525 | |
| 27,17379.4,0.26702,0.28739,0.23112,0.81183,0.96844,0.97304,0.99052,0.9614,0.96948,0.97408,0.99091,0.9424,0.22772,0.31785,0.19541,0.79888,0.007426,0.007426,0.007426 | |
| 28,18018.3,0.2661,0.28532,0.23023,0.81216,0.97221,0.97009,0.99052,0.96226,0.9736,0.97166,0.99098,0.94443,0.2282,0.3222,0.19185,0.79942,0.007327,0.007327,0.007327 | |
| 29,18658.9,0.26802,0.29301,0.22875,0.81257,0.97206,0.97296,0.9903,0.96188,0.97322,0.97412,0.99064,0.94451,0.22944,0.32056,0.19007,0.80025,0.007228,0.007228,0.007228 | |
| 30,19297.4,0.26485,0.29027,0.22844,0.81118,0.97195,0.97185,0.99036,0.96286,0.9728,0.97289,0.99079,0.9425,0.22513,0.31872,0.18949,0.79772,0.007129,0.007129,0.007129 | |
| 31,19937.5,0.26529,0.28966,0.2306,0.81165,0.9753,0.96903,0.99032,0.96367,0.97638,0.9701,0.99096,0.94497,0.22609,0.31528,0.18934,0.79789,0.00703,0.00703,0.00703 | |
| 32,20577.3,0.26367,0.29025,0.22882,0.8127,0.97391,0.97097,0.99072,0.96479,0.97502,0.97208,0.99119,0.9445,0.22657,0.3138,0.18892,0.79899,0.006931,0.006931,0.006931 | |
| 33,21214.9,0.26166,0.28526,0.22319,0.81138,0.9724,0.97294,0.99043,0.96354,0.97367,0.97331,0.99084,0.94649,0.22692,0.313,0.18777,0.7997,0.006832,0.006832,0.006832 | |
| 34,21854.2,0.26097,0.2839,0.22415,0.81014,0.97368,0.97301,0.99089,0.9652,0.97483,0.97416,0.9913,0.94444,0.22449,0.31274,0.18493,0.79765,0.006733,0.006733,0.006733 | |
| 35,22492.9,0.25903,0.28433,0.22269,0.80964,0.97238,0.9735,0.99072,0.96542,0.97393,0.97398,0.99106,0.94636,0.22317,0.31174,0.18391,0.79733,0.006634,0.006634,0.006634 | |
| 36,23134.1,0.25669,0.28064,0.21938,0.81017,0.97294,0.97207,0.99069,0.96413,0.97396,0.97362,0.99098,0.94752,0.22351,0.3139,0.18603,0.79812,0.006535,0.006535,0.006535 | |
| 37,23775.1,0.25709,0.2828,0.21925,0.80966,0.97414,0.9725,0.99056,0.96419,0.97521,0.97358,0.99086,0.94534,0.22187,0.31127,0.18199,0.79675,0.006436,0.006436,0.006436 | |
| 38,24416.2,0.25534,0.28095,0.21923,0.80983,0.97231,0.97375,0.99107,0.96553,0.9736,0.97469,0.99138,0.94709,0.22197,0.31006,0.1822,0.7974,0.006337,0.006337,0.006337 | |
| 39,25055.5,0.25385,0.28204,0.21718,0.80842,0.97327,0.97326,0.99093,0.9646,0.97435,0.97453,0.9913,0.94731,0.22178,0.30949,0.18033,0.79687,0.006238,0.006238,0.006238 | |
| 40,25696.3,0.25484,0.28016,0.21472,0.80866,0.97431,0.97448,0.99081,0.96623,0.97546,0.97563,0.99126,0.9457,0.22261,0.31212,0.17848,0.79729,0.006139,0.006139,0.006139 | |
| 41,26336.1,0.25291,0.27876,0.21371,0.80768,0.9716,0.97608,0.99072,0.96599,0.97267,0.97715,0.99119,0.9468,0.22083,0.31037,0.17897,0.79711,0.00604,0.00604,0.00604 | |
| 42,26975.1,0.25163,0.2784,0.21355,0.80829,0.97445,0.97231,0.99106,0.96629,0.9756,0.97338,0.99136,0.94825,0.21977,0.30901,0.17985,0.79669,0.005941,0.005941,0.005941 | |
| 43,27615,0.25159,0.27702,0.21213,0.80805,0.97368,0.97477,0.99101,0.96698,0.97465,0.97615,0.99139,0.94776,0.21959,0.30982,0.1754,0.79569,0.005842,0.005842,0.005842 | |
| 44,28257.4,0.24987,0.27617,0.21094,0.80642,0.97545,0.9703,0.99102,0.96667,0.97664,0.97149,0.99134,0.94687,0.21922,0.30878,0.17733,0.79485,0.005743,0.005743,0.005743 | |