{
  "total": 269,
  "topics": [
    {
      "id": 319385,
      "title": "Welcome to the UW-Madison Gastrointestinal Tract Image Segmentation Challenge! ",
      "comment_count": 45,
      "views": 0,
      "votes": 36
    },
    {
      "id": 340510,
      "title": "Help maximize the impact of your solution!",
      "comment_count": 6,
      "views": 0,
      "votes": 3
    },
    {
      "id": 318977,
      "title": "Looking for a Team Megathread",
      "comment_count": 116,
      "views": 0,
      "votes": 17
    },
    {
      "id": 318976,
      "title": "New to Kaggle or Machine Learning? Come Say Hi!",
      "comment_count": 6,
      "views": 0,
      "votes": 10
    },
    {
      "id": 329396,
      "title": "Loss functions for image segmentation",
      "comment_count": 8,
      "views": 0,
      "votes": 52
    },
    {
      "id": 319035,
      "title": "Image Segmentation competitions from the past",
      "comment_count": 13,
      "views": 0,
      "votes": 68
    },
    {
      "id": 539765,
      "title": "Any advice on how to approach this problem UW-Madison GI Tract Image Segmentation ?",
      "comment_count": 0,
      "views": 0,
      "votes": 0
    },
    {
      "id": 501468,
      "title": "Question about leaderboard metric",
      "comment_count": 0,
      "views": 0,
      "votes": 1
    },
    {
      "id": 450526,
      "title": "Why does 71% of the dataset doesn't have any segmentation value?",
      "comment_count": 2,
      "views": 0,
      "votes": 1
    },
    {
      "id": 337197,
      "title": "1st place solution",
      "comment_count": 63,
      "views": 0,
      "votes": 127
    },
    {
      "id": 371568,
      "title": "How to download smp package (segmentation model PyTorch) offline? ",
      "comment_count": 1,
      "views": 0,
      "votes": null
    },
    {
      "id": 342509,
      "title": "Will the Test-Dataset be released?",
      "comment_count": 2,
      "views": 0,
      "votes": 2
    },
    {
      "id": 322549,
      "title": "2.5D Image Training (LB:0.86+)",
      "comment_count": 26,
      "views": 0,
      "votes": 124
    },
    {
      "id": 324686,
      "title": "Who has tried SOTA mask2former? How do you like it?",
      "comment_count": 1,
      "views": 0,
      "votes": 4
    },
    {
      "id": 325414,
      "title": "Open Source Projects On Image Segmentation",
      "comment_count": 1,
      "views": 0,
      "votes": 3
    },
    {
      "id": 338270,
      "title": "Leaderboard stories - How to get a gold medal fast and easily",
      "comment_count": 12,
      "views": 0,
      "votes": -3
    },
    {
      "id": 337400,
      "title": "2nd place solution",
      "comment_count": 7,
      "views": 0,
      "votes": 44
    },
    {
      "id": 337468,
      "title": "3rd Place Solution",
      "comment_count": 27,
      "views": 0,
      "votes": 45
    },
    {
      "id": 337359,
      "title": "8th place solution ",
      "comment_count": 5,
      "views": 0,
      "votes": 18
    },
    {
      "id": 343772,
      "title": "2.5D Data during validation/ testtime? ",
      "comment_count": 0,
      "views": 0,
      "votes": -1
    },
    {
      "id": 320541,
      "title": "Getting Submission Scoring Error",
      "comment_count": 21,
      "views": 0,
      "votes": 7
    },
    {
      "id": 337326,
      "title": "15th place, tips of 2.5D model training",
      "comment_count": 8,
      "views": 0,
      "votes": 26
    },
    {
      "id": 337217,
      "title": "1st place solution for 2.5d parts",
      "comment_count": 12,
      "views": 0,
      "votes": 56
    },
    {
      "id": 337268,
      "title": "5th Place Solution",
      "comment_count": 13,
      "views": 0,
      "votes": 46
    },
    {
      "id": 337193,
      "title": "11th place solution",
      "comment_count": 14,
      "views": 0,
      "votes": 24
    },
    {
      "id": 337240,
      "title": "Thank you Everyone :D",
      "comment_count": 41,
      "views": 0,
      "votes": 91
    },
    {
      "id": 337195,
      "title": "10-th place solution",
      "comment_count": 10,
      "views": 0,
      "votes": 16
    },
    {
      "id": 339724,
      "title": "A Bronze Medal Solution with fast.ai",
      "comment_count": 0,
      "views": 0,
      "votes": 0
    },
    {
      "id": 338040,
      "title": "Competition's solutions summary",
      "comment_count": 4,
      "views": 0,
      "votes": 12
    },
    {
      "id": 338229,
      "title": "Congratulations to the winners!",
      "comment_count": 0,
      "views": 0,
      "votes": 10
    },
    {
      "id": 337734,
      "title": "Classification based segmentation",
      "comment_count": 2,
      "views": 0,
      "votes": 1
    },
    {
      "id": 337189,
      "title": "15th place solution",
      "comment_count": 8,
      "views": 0,
      "votes": 38
    },
    {
      "id": 337313,
      "title": "[43rd place] Intelligent cropping",
      "comment_count": 2,
      "views": 0,
      "votes": 12
    },
    {
      "id": 338148,
      "title": "Lack of resources - How to train 3D U-net (K-fold cross validation)",
      "comment_count": 2,
      "views": 0,
      "votes": 5
    },
    {
      "id": 337777,
      "title": "Transformer-based Solution & What was missing to top spots?",
      "comment_count": 6,
      "views": 0,
      "votes": 5
    },
    {
      "id": 337327,
      "title": "23rd Place Solution",
      "comment_count": 7,
      "views": 0,
      "votes": 14
    },
    {
      "id": 337231,
      "title": "27th place solution , with potential gold",
      "comment_count": 3,
      "views": 0,
      "votes": 6
    },
    {
      "id": 337191,
      "title": "14th place solution",
      "comment_count": 6,
      "views": 0,
      "votes": 16
    },
    {
      "id": 337199,
      "title": "22th place solution",
      "comment_count": 3,
      "views": 0,
      "votes": 14
    },
    {
      "id": 337196,
      "title": "[43rd place] Our CV strategy (+77 positions in private)",
      "comment_count": 1,
      "views": 0,
      "votes": 13
    },
    {
      "id": 337210,
      "title": "28th place solution",
      "comment_count": 1,
      "views": 0,
      "votes": 9
    },
    {
      "id": 337235,
      "title": "31st solution (could be in gold)",
      "comment_count": 14,
      "views": 0,
      "votes": 12
    },
    {
      "id": 337192,
      "title": "42nd place solution (Shakeup)",
      "comment_count": 1,
      "views": 0,
      "votes": 9
    },
    {
      "id": 333784,
      "title": "About MONAI SWIN_UNETR & UNETR",
      "comment_count": 5,
      "views": 0,
      "votes": 11
    },
    {
      "id": 337343,
      "title": "17th Solution [3d part] and Kaggle Issue Report ",
      "comment_count": 0,
      "views": 0,
      "votes": 11
    },
    {
      "id": 337388,
      "title": "Our validation metric",
      "comment_count": 0,
      "views": 0,
      "votes": 6
    },
    {
      "id": 337242,
      "title": "no one  get transformer UNETR to work?",
      "comment_count": 4,
      "views": 0,
      "votes": 5
    },
    {
      "id": 337295,
      "title": "Post-processing trick: zeroing small predictions",
      "comment_count": 0,
      "views": 0,
      "votes": 6
    },
    {
      "id": 336381,
      "title": "Final Days Meme Thread! ",
      "comment_count": 3,
      "views": 0,
      "votes": 5
    },
    {
      "id": 337179,
      "title": "Is the submission throwing error counted towards the submission quota?",
      "comment_count": 3,
      "views": 0,
      "votes": 1
    },
    {
      "id": 337180,
      "title": "any help? Sizes of tensors must match except in dimension 2. Got 23 and 22 (The offending index is 0)",
      "comment_count": 0,
      "views": 0,
      "votes": 2
    },
    {
      "id": 337130,
      "title": "Could not find provided notebook",
      "comment_count": 2,
      "views": 0,
      "votes": 1
    },
    {
      "id": 337229,
      "title": "File not found error",
      "comment_count": 3,
      "views": 0,
      "votes": null
    },
    {
      "id": 335694,
      "title": "why does efficientnet b4 score higher than b7 in the single model?",
      "comment_count": 6,
      "views": 0,
      "votes": 5
    },
    {
      "id": 336677,
      "title": "Submitted notebooks run really slow",
      "comment_count": 3,
      "views": 0,
      "votes": 3
    },
    {
      "id": 334335,
      "title": "How did your best single model perform in LB?",
      "comment_count": 33,
      "views": 0,
      "votes": 15
    },
    {
      "id": 336607,
      "title": "about the model size",
      "comment_count": 3,
      "views": 0,
      "votes": 1
    },
    {
      "id": 336388,
      "title": "Is there any trick to boost the score?",
      "comment_count": 2,
      "views": 0,
      "votes": 2
    },
    {
      "id": 336602,
      "title": "small error any help",
      "comment_count": 2,
      "views": 0,
      "votes": null
    },
    {
      "id": 336412,
      "title": "GPU Notebook <= 9 hours run-time",
      "comment_count": 2,
      "views": 0,
      "votes": 2
    },
    {
      "id": 334291,
      "title": "Removal of submissions affected by rare error",
      "comment_count": 2,
      "views": 0,
      "votes": 7
    },
    {
      "id": 335565,
      "title": "Resume Model Training using wandb",
      "comment_count": 2,
      "views": 0,
      "votes": 6
    },
    {
      "id": 335456,
      "title": "Anyone gets so many \"Notebook timeout\"? ",
      "comment_count": 5,
      "views": 0,
      "votes": 5
    },
    {
      "id": 334538,
      "title": "Two weeks till the end! how is it going guys? ",
      "comment_count": 6,
      "views": 0,
      "votes": 4
    },
    {
      "id": 335648,
      "title": "How to debug Notebook Exceeded Allowed Compute? And want for teamates for blending",
      "comment_count": 3,
      "views": 0,
      "votes": 3
    },
    {
      "id": 335326,
      "title": "The quality of the competition data really does disappoint me...Huge Overlapping pixels...",
      "comment_count": 3,
      "views": 0,
      "votes": 7
    },
    {
      "id": 335321,
      "title": "Pytorch segmentation_models_pytorch inference",
      "comment_count": 4,
      "views": 0,
      "votes": 2
    },
    {
      "id": 335899,
      "title": "Where is the validation data",
      "comment_count": 1,
      "views": 0,
      "votes": null
    },
    {
      "id": 334907,
      "title": "Loss functions [experiments]",
      "comment_count": 11,
      "views": 0,
      "votes": 10
    },
    {
      "id": 334993,
      "title": "training pipelines: testing UNET encoders with fixed seeds ",
      "comment_count": 3,
      "views": 0,
      "votes": 5
    },
    {
      "id": 331943,
      "title": "(How) Can you ensemble different segmentation models?",
      "comment_count": 9,
      "views": 0,
      "votes": 11
    },
    {
      "id": 333889,
      "title": "how to deal with ground truth label truncation at the bottom?",
      "comment_count": 10,
      "views": 0,
      "votes": 23
    },
    {
      "id": 335295,
      "title": "I cant upgrade accuracy",
      "comment_count": 1,
      "views": 0,
      "votes": 2
    },
    {
      "id": 334599,
      "title": "Looking for a Teammate",
      "comment_count": 3,
      "views": 0,
      "votes": 9
    },
    {
      "id": 334426,
      "title": "The Dice coefficient is defined to be 0 when both X and Y are empty. ",
      "comment_count": 1,
      "views": 0,
      "votes": 3
    },
    {
      "id": 334451,
      "title": "Which loss function is suitable for this dataset?",
      "comment_count": 6,
      "views": 0,
      "votes": 6
    },
    {
      "id": 333899,
      "title": "Potential Shake?",
      "comment_count": 8,
      "views": 0,
      "votes": 12
    },
    {
      "id": 325646,
      "title": "[LB 0.877] A 3D solution with MONAI",
      "comment_count": 94,
      "views": 0,
      "votes": 162
    },
    {
      "id": 333372,
      "title": "Notebook Threw Exception (NTE)",
      "comment_count": 3,
      "views": 0,
      "votes": 2
    },
    {
      "id": 334915,
      "title": "gradio application",
      "comment_count": 0,
      "views": 0,
      "votes": 2
    },
    {
      "id": 334403,
      "title": "About cases in train and test ",
      "comment_count": 2,
      "views": 0,
      "votes": 2
    },
    {
      "id": 333167,
      "title": "New paper on Self Supervised Training of SWIN UNET Transformers",
      "comment_count": 7,
      "views": 0,
      "votes": 16
    },
    {
      "id": 330336,
      "title": "Ensemble Tricks for Image Segmentation",
      "comment_count": 3,
      "views": 0,
      "votes": 40
    },
    {
      "id": 333687,
      "title": "clone a repo and install it while the internet is off",
      "comment_count": 4,
      "views": 0,
      "votes": 4
    },
    {
      "id": 333691,
      "title": "Torch and TPU",
      "comment_count": 2,
      "views": 0,
      "votes": 7
    },
    {
      "id": 332500,
      "title": "Is using Imagenet pretrained encoder reasonable?",
      "comment_count": 7,
      "views": 0,
      "votes": 8
    },
    {
      "id": 332508,
      "title": "One more digit?",
      "comment_count": 2,
      "views": 0,
      "votes": 17
    },
    {
      "id": 333667,
      "title": "RLE starts from 1 or 0?",
      "comment_count": 3,
      "views": 0,
      "votes": 2
    },
    {
      "id": 333812,
      "title": "is rle encoding function correct? ",
      "comment_count": 1,
      "views": 0,
      "votes": 1
    },
    {
      "id": 333651,
      "title": "Getting Submission Scoring Error ",
      "comment_count": 1,
      "views": 0,
      "votes": 1
    },
    {
      "id": 329520,
      "title": "2.5D Single Model (CV 0.88  - LB 0.868)",
      "comment_count": 11,
      "views": 0,
      "votes": 20
    },
    {
      "id": 332055,
      "title": "Long list of Segmentation Resources",
      "comment_count": 1,
      "views": 0,
      "votes": 5
    },
    {
      "id": 320060,
      "title": "Collection of My Resources/Thoughts For This Competition",
      "comment_count": 12,
      "views": 0,
      "votes": 140
    },
    {
      "id": 331450,
      "title": "Data augmentations that make sense",
      "comment_count": 5,
      "views": 0,
      "votes": 26
    },
    {
      "id": 332379,
      "title": "UNETR - Paper Summary + TensorFlow Implementation",
      "comment_count": 0,
      "views": 0,
      "votes": 32
    },
    {
      "id": 332974,
      "title": "Question about code submisstion",
      "comment_count": 3,
      "views": 0,
      "votes": 3
    },
    {
      "id": 332657,
      "title": "pytorch-image-models joins Hugging Face",
      "comment_count": 0,
      "views": 0,
      "votes": 12
    },
    {
      "id": 323921,
      "title": "MMsegmentation end-to-end notebook",
      "comment_count": 102,
      "views": 0,
      "votes": 104
    },
    {
      "id": 327166,
      "title": "New Luminide template: LB score 0.867",
      "comment_count": 22,
      "views": 0,
      "votes": 48
    },
    {
      "id": 331893,
      "title": "Does anyone fear that they are overfittin the leaderboard?",
      "comment_count": 5,
      "views": 0,
      "votes": 3
    },
    {
      "id": 332571,
      "title": "Notebook Threw Exception",
      "comment_count": 3,
      "views": 0,
      "votes": 2
    },
    {
      "id": 326035,
      "title": "TransUNet + 2.5D Training [TF] | Transformer Vs CNN?",
      "comment_count": 10,
      "views": 0,
      "votes": 52
    },
    {
      "id": 331963,
      "title": "Why not use the same loss as metric?",
      "comment_count": 1,
      "views": 0,
      "votes": 4
    },
    {
      "id": 321450,
      "title": "3D gif visualisations",
      "comment_count": 4,
      "views": 0,
      "votes": 31
    },
    {
      "id": 331851,
      "title": "Questions on training time",
      "comment_count": 2,
      "views": 0,
      "votes": 3
    },
    {
      "id": 331274,
      "title": "What do we know so far? - Important insights from top discussion topics",
      "comment_count": 1,
      "views": 0,
      "votes": 14
    },
    {
      "id": 331614,
      "title": "Any significant Improvement using All folds ?",
      "comment_count": 2,
      "views": 0,
      "votes": 3
    },
    {
      "id": 331503,
      "title": "How to fix Notebook Exceeded Allowed Compute",
      "comment_count": 3,
      "views": 0,
      "votes": 1
    },
    {
      "id": 326550,
      "title": "Different bwtween 2D, 2.5D and 3D?",
      "comment_count": 6,
      "views": 0,
      "votes": 9
    },
    {
      "id": 331244,
      "title": "submission csv error despite numerous attempts",
      "comment_count": 3,
      "views": 0,
      "votes": 3
    },
    {
      "id": 330978,
      "title": "Submission format",
      "comment_count": 1,
      "views": 0,
      "votes": 2
    },
    {
      "id": 330813,
      "title": "Why am I getting 0 score on leaderboard?",
      "comment_count": 2,
      "views": 0,
      "votes": 3
    },
    {
      "id": 326941,
      "title": "you have to change Image height, width -> width, height",
      "comment_count": 2,
      "views": 0,
      "votes": 6
    },
    {
      "id": 326198,
      "title": "Could not find provided output file submission.csv -- Submission failing",
      "comment_count": 3,
      "views": 0,
      "votes": 1
    },
    {
      "id": 321983,
      "title": "Easy Way To Boost Your Score (A Tiny Little Bit)",
      "comment_count": 12,
      "views": 0,
      "votes": 42
    },
    {
      "id": 330603,
      "title": "confusing segmentation and class column",
      "comment_count": 2,
      "views": 0,
      "votes": 5
    },
    {
      "id": 330972,
      "title": "Are there wrong annotations ?",
      "comment_count": 0,
      "views": 0,
      "votes": 2
    },
    {
      "id": 330160,
      "title": "All competition need high-end GPU for winning? ",
      "comment_count": 12,
      "views": 0,
      "votes": 1
    },
    {
      "id": 330192,
      "title": "Insights on data collection",
      "comment_count": 3,
      "views": 0,
      "votes": 9
    },
    {
      "id": 330327,
      "title": "some weird masks",
      "comment_count": 2,
      "views": 0,
      "votes": 1
    },
    {
      "id": 320692,
      "title": "Best single model CV-LB",
      "comment_count": 106,
      "views": 0,
      "votes": 62
    },
    {
      "id": 325303,
      "title": "Do we need \"physical size of each pixel\"?",
      "comment_count": 7,
      "views": 0,
      "votes": 5
    },
    {
      "id": 330282,
      "title": "need  recent research article ",
      "comment_count": 2,
      "views": 0,
      "votes": 1
    },
    {
      "id": 324027,
      "title": "Why no 3D based models ?",
      "comment_count": 29,
      "views": 0,
      "votes": 14
    },
    {
      "id": 327434,
      "title": "Submission Scoring Error : what is still missing there ?!",
      "comment_count": 5,
      "views": 0,
      "votes": 3
    },
    {
      "id": 327231,
      "title": "about code competiton.",
      "comment_count": 3,
      "views": 0,
      "votes": 3
    },
    {
      "id": 320077,
      "title": "My local cross-validation competition metrics code (dice and HD)",
      "comment_count": 33,
      "views": 0,
      "votes": 29
    },
    {
      "id": 329693,
      "title": "Mask RCNN vs Detectron vs UNet?",
      "comment_count": 3,
      "views": 0,
      "votes": 2
    },
    {
      "id": 330039,
      "title": "How to write a Submission notebook?",
      "comment_count": 0,
      "views": 0,
      "votes": 1
    },
    {
      "id": 329581,
      "title": "images without segmentation mask",
      "comment_count": 8,
      "views": 0,
      "votes": 1
    },
    {
      "id": 329403,
      "title": "Resources You Might Find Useful",
      "comment_count": 0,
      "views": 0,
      "votes": 6
    },
    {
      "id": 329475,
      "title": "Scoring is too long, is it wrong?",
      "comment_count": 7,
      "views": 0,
      "votes": 2
    },
    {
      "id": 329838,
      "title": "2d +monai ,val_dice=72%,how to improve it next?",
      "comment_count": 0,
      "views": 0,
      "votes": 1
    },
    {
      "id": 329544,
      "title": "What backbone and head to use?",
      "comment_count": 0,
      "views": 0,
      "votes": 2
    },
    {
      "id": 328154,
      "title": "How to install segmentation-models without internet? ",
      "comment_count": 11,
      "views": 0,
      "votes": 3
    },
    {
      "id": 329658,
      "title": "why val_dice  drop to zero suddenly?",
      "comment_count": 0,
      "views": 0,
      "votes": 1
    },
    {
      "id": 328889,
      "title": "Notebook threw exception",
      "comment_count": 1,
      "views": 0,
      "votes": null
    },
    {
      "id": 320148,
      "title": "Ensembling segmentation models",
      "comment_count": 2,
      "views": 0,
      "votes": null
    },
    {
      "id": 329139,
      "title": "I can't read sample_submission.csv data only when submit submitting -- submission failing",
      "comment_count": 2,
      "views": 0,
      "votes": null
    },
    {
      "id": 328703,
      "title": "Training-Kernel Taking long time",
      "comment_count": 2,
      "views": 0,
      "votes": 3
    },
    {
      "id": 328823,
      "title": "My runs differ from Awsaf's very much",
      "comment_count": 5,
      "views": 0,
      "votes": 3
    },
    {
      "id": 324934,
      "title": "LB could be wrong",
      "comment_count": 25,
      "views": 0,
      "votes": 47
    },
    {
      "id": 323834,
      "title": "Is the segmentation-models package broken?",
      "comment_count": 4,
      "views": 0,
      "votes": 6
    },
    {
      "id": 328840,
      "title": "Is there any modified label for this competation?",
      "comment_count": 3,
      "views": 0,
      "votes": 1
    },
    {
      "id": 328869,
      "title": "No segmentation in the csv file",
      "comment_count": 1,
      "views": 0,
      "votes": 1
    },
    {
      "id": 319245,
      "title": "RGB Mask Dataset",
      "comment_count": 12,
      "views": 0,
      "votes": 50
    },
    {
      "id": 319063,
      "title": "Useful resources",
      "comment_count": 3,
      "views": 0,
      "votes": 27
    },
    {
      "id": 328714,
      "title": "Error while submitting ",
      "comment_count": 0,
      "views": 0,
      "votes": 0
    },
    {
      "id": 328492,
      "title": "how to enter a password in a cell when is executing?",
      "comment_count": 2,
      "views": 0,
      "votes": 1
    },
    {
      "id": 321905,
      "title": "Has anyone studied how to handle the size of an image?",
      "comment_count": 5,
      "views": 0,
      "votes": 8
    },
    {
      "id": 319645,
      "title": "Organ Segmentation -- Reading Resources",
      "comment_count": 1,
      "views": 0,
      "votes": 9
    },
    {
      "id": 328233,
      "title": "High Dice Coefficient but Low LB Score",
      "comment_count": 6,
      "views": 0,
      "votes": 1
    },
    {
      "id": 328271,
      "title": "how to submit the result",
      "comment_count": 2,
      "views": 0,
      "votes": 0
    },
    {
      "id": 328100,
      "title": "This image is about brain?",
      "comment_count": 3,
      "views": 0,
      "votes": -6
    },
    {
      "id": 327710,
      "title": "Need help! ",
      "comment_count": 5,
      "views": 0,
      "votes": 1
    },
    {
      "id": 327764,
      "title": "Could anyone tell me how to boost my score?",
      "comment_count": 2,
      "views": 0,
      "votes": 3
    },
    {
      "id": 327760,
      "title": "notebook throw exception, but I don't why?",
      "comment_count": 3,
      "views": 0,
      "votes": 2
    },
    {
      "id": 327045,
      "title": "DeepLabv3 Performance Issue",
      "comment_count": 4,
      "views": 0,
      "votes": 3
    },
    {
      "id": 327886,
      "title": "What is happening with my validation loss?",
      "comment_count": 2,
      "views": 0,
      "votes": 1
    },
    {
      "id": 323777,
      "title": "A trick for faster training",
      "comment_count": 4,
      "views": 0,
      "votes": 28
    },
    {
      "id": 322009,
      "title": "Images and groundtruth from all anatomical planes",
      "comment_count": 9,
      "views": 0,
      "votes": 33
    },
    {
      "id": 327640,
      "title": "Do all slice images come from same MRI scanners?",
      "comment_count": 2,
      "views": 0,
      "votes": null
    },
    {
      "id": 325861,
      "title": "Question: Segmentation Mask Visualization Framework",
      "comment_count": 7,
      "views": 0,
      "votes": 2
    },
    {
      "id": 319212,
      "title": "Useful Github Repos and Libraries",
      "comment_count": 11,
      "views": 0,
      "votes": 17
    },
    {
      "id": 319963,
      "title": "Incorrect masks",
      "comment_count": 7,
      "views": 0,
      "votes": 70
    },
    {
      "id": 326512,
      "title": "Submission ",
      "comment_count": 2,
      "views": 0,
      "votes": 1
    },
    {
      "id": 326704,
      "title": "Issues with Submission (Notebook Threw Exception)",
      "comment_count": 3,
      "views": 0,
      "votes": null
    },
    {
      "id": 322502,
      "title": "About training",
      "comment_count": 3,
      "views": 0,
      "votes": 1
    },
    {
      "id": 323885,
      "title": "ReduceLROnPlateau you should try it",
      "comment_count": 3,
      "views": 0,
      "votes": 12
    },
    {
      "id": 327114,
      "title": "Problem with the masks in some images",
      "comment_count": 4,
      "views": 0,
      "votes": null
    },
    {
      "id": 327407,
      "title": "anyone achieved decent score with larger resolution, say 768, 1024 or bigger?",
      "comment_count": 1,
      "views": 0,
      "votes": 1
    },
    {
      "id": 327350,
      "title": "Incomplete masks are problematic for the Dice score",
      "comment_count": 1,
      "views": 0,
      "votes": 1
    },
    {
      "id": 326820,
      "title": "Mask Area as Filtering in Postprocessing",
      "comment_count": 1,
      "views": 0,
      "votes": 4
    },
    {
      "id": 325550,
      "title": "Empty string getting predicted majority",
      "comment_count": 1,
      "views": 0,
      "votes": 1
    },
    {
      "id": 327060,
      "title": "CV vs LB with Pos score",
      "comment_count": 0,
      "views": 0,
      "votes": 2
    },
    {
      "id": 326649,
      "title": "How Reliable is CV",
      "comment_count": 1,
      "views": 0,
      "votes": 3
    },
    {
      "id": 318994,
      "title": "Why are the images black?",
      "comment_count": 11,
      "views": 0,
      "votes": 13
    },
    {
      "id": 326529,
      "title": "Help in Optimization",
      "comment_count": 7,
      "views": 0,
      "votes": 2
    },
    {
      "id": 325707,
      "title": "Fix Inference Errors!",
      "comment_count": 4,
      "views": 0,
      "votes": 9
    },
    {
      "id": 326886,
      "title": "How to customize a model when we do not have it's implementation?",
      "comment_count": 0,
      "views": 0,
      "votes": 0
    },
    {
      "id": 324432,
      "title": "2D or 3D Hausdorff distance?",
      "comment_count": 12,
      "views": 0,
      "votes": 26
    },
    {
      "id": 325245,
      "title": "For beginners: Understanding the data and segmentation masks",
      "comment_count": 4,
      "views": 0,
      "votes": 10
    },
    {
      "id": 320774,
      "title": "3D interactive viewer (provided dataset + annotation)",
      "comment_count": 4,
      "views": 0,
      "votes": 15
    },
    {
      "id": 326619,
      "title": "Segmentation column in train dataframe",
      "comment_count": 0,
      "views": 0,
      "votes": 1
    },
    {
      "id": 326232,
      "title": "[for funny] this dataset don't follow benford's law",
      "comment_count": 1,
      "views": 0,
      "votes": 1
    },
    {
      "id": 325927,
      "title": "Do we need not segmentation images?",
      "comment_count": 5,
      "views": 0,
      "votes": 1
    },
    {
      "id": 324819,
      "title": "Missing annotations for individual slices",
      "comment_count": 2,
      "views": 0,
      "votes": 6
    },
    {
      "id": 326432,
      "title": "Categorizing the id(case) ",
      "comment_count": 0,
      "views": 0,
      "votes": 1
    },
    {
      "id": 326062,
      "title": "Adding Segmentation kills the Kernel",
      "comment_count": 1,
      "views": 0,
      "votes": 4
    },
    {
      "id": 321979,
      "title": "More Incorrect Masks w/ GIFs and Questions",
      "comment_count": 13,
      "views": 0,
      "votes": 43
    },
    {
      "id": 325841,
      "title": "RLE encoding error",
      "comment_count": 2,
      "views": 0,
      "votes": null
    },
    {
      "id": 326121,
      "title": "Submission Error on basis of image size",
      "comment_count": 1,
      "views": 0,
      "votes": 2
    },
    {
      "id": 324880,
      "title": "In Depth mask/segmentation Explanation",
      "comment_count": 3,
      "views": 0,
      "votes": 27
    },
    {
      "id": 326259,
      "title": "Tabular Dataset with image path, segmentation, sizes, etc made available ",
      "comment_count": 0,
      "views": 0,
      "votes": 1
    },
    {
      "id": 322967,
      "title": "glob.glob() has changed my life",
      "comment_count": 6,
      "views": 0,
      "votes": 40
    },
    {
      "id": 319452,
      "title": "Hausdorff Distance -- Code",
      "comment_count": 4,
      "views": 0,
      "votes": 10
    },
    {
      "id": 325742,
      "title": "INTEL® EXTENSION FOR PYTORCH",
      "comment_count": 2,
      "views": 0,
      "votes": 1
    },
    {
      "id": 325383,
      "title": "Problems Regarding the Dice Loss Function Implementation",
      "comment_count": 1,
      "views": 0,
      "votes": 4
    },
    {
      "id": 325321,
      "title": " Starter Notebooks For This Competition!",
      "comment_count": 1,
      "views": 0,
      "votes": 5
    },
    {
      "id": 324288,
      "title": "(small) Vision Transformer UNet Baseline",
      "comment_count": 4,
      "views": 0,
      "votes": 12
    },
    {
      "id": 325361,
      "title": "Submission__Complication",
      "comment_count": 3,
      "views": 0,
      "votes": 1
    },
    {
      "id": 325578,
      "title": "Submission Error - No additional details for this error",
      "comment_count": 1,
      "views": 0,
      "votes": null
    },
    {
      "id": 325558,
      "title": "Time taken to score submission",
      "comment_count": 0,
      "views": 0,
      "votes": 0
    },
    {
      "id": 319039,
      "title": "Kaggle Public Datasets on Medical Image Segmentation",
      "comment_count": 4,
      "views": 0,
      "votes": 12
    },
    {
      "id": 325005,
      "title": "The reason about  the dataset dimension changing",
      "comment_count": 2,
      "views": 0,
      "votes": 1
    },
    {
      "id": 320252,
      "title": "Cannot submit. Your Notebook cannot use internet access in this competition",
      "comment_count": 6,
      "views": 0,
      "votes": 4
    },
    {
      "id": 323831,
      "title": "The submission fails with submission scoring error",
      "comment_count": 9,
      "views": 0,
      "votes": 3
    },
    {
      "id": 324265,
      "title": "A kernel to debug failing submissions: do you also have inference problems?",
      "comment_count": 0,
      "views": 0,
      "votes": 6
    },
    {
      "id": 324577,
      "title": "A local path problem",
      "comment_count": 5,
      "views": 0,
      "votes": 1
    },
    {
      "id": 320826,
      "title": "0 Image in Test Folder ;(",
      "comment_count": 12,
      "views": 0,
      "votes": 16
    },
    {
      "id": 323258,
      "title": "Should we consider this problem to be multiclass or multilabel segmentation to achieve the highest score 🤔",
      "comment_count": 8,
      "views": 0,
      "votes": 4
    },
    {
      "id": 322391,
      "title": "Submission scoring error",
      "comment_count": 11,
      "views": 0,
      "votes": 8
    },
    {
      "id": 323802,
      "title": "Can we know how many images are there in the test set?",
      "comment_count": 5,
      "views": 0,
      "votes": 3
    },
    {
      "id": 323557,
      "title": "Dice for empty mask and prediction",
      "comment_count": 9,
      "views": 0,
      "votes": 6
    },
    {
      "id": 323729,
      "title": "Moving local code to Kaggle notebooks to submit",
      "comment_count": 2,
      "views": 0,
      "votes": 2
    },
    {
      "id": 320037,
      "title": "Weird Masks of some scans",
      "comment_count": 9,
      "views": 0,
      "votes": 6
    },
    {
      "id": 323755,
      "title": "Mask Resize - Uint8 vs Float32",
      "comment_count": 2,
      "views": 0,
      "votes": null
    },
    {
      "id": 320404,
      "title": "Notebook exceeded allowed compute",
      "comment_count": 6,
      "views": 0,
      "votes": 1
    },
    {
      "id": 319628,
      "title": "What percentiles are used for calculation of Hausdorff Distance?",
      "comment_count": 3,
      "views": 0,
      "votes": 12
    },
    {
      "id": 322319,
      "title": "How to upscale binary masks?",
      "comment_count": 4,
      "views": 0,
      "votes": 5
    },
    {
      "id": 323564,
      "title": "How dice score is averaged per case_day or for all slices independently?",
      "comment_count": 0,
      "views": 0,
      "votes": 1
    },
    {
      "id": 319053,
      "title": "Why MRIs are not in DICOM format?",
      "comment_count": 5,
      "views": 0,
      "votes": 16
    },
    {
      "id": 321852,
      "title": "Submission Explained",
      "comment_count": 1,
      "views": 0,
      "votes": 16
    },
    {
      "id": 322156,
      "title": "Has anyone tried  AbdomenCT-1K dataset?",
      "comment_count": 1,
      "views": 0,
      "votes": 9
    },
    {
      "id": 319358,
      "title": "An investigation of the problem and possible solutions",
      "comment_count": 2,
      "views": 0,
      "votes": 7
    },
    {
      "id": 321276,
      "title": "Notebook Threw Exception - Please help me to solve the submission error. ",
      "comment_count": 5,
      "views": 0,
      "votes": null
    },
    {
      "id": 320435,
      "title": "How should I deal with overlapping mask?",
      "comment_count": 5,
      "views": 0,
      "votes": 1
    },
    {
      "id": 322290,
      "title": "I am asking the host a question for scoring just to clarify!",
      "comment_count": 0,
      "views": 0,
      "votes": 5
    },
    {
      "id": 319131,
      "title": "Run Length Encoding (RLE) Explained",
      "comment_count": 3,
      "views": 0,
      "votes": 19
    },
    {
      "id": 322368,
      "title": "LB metrics",
      "comment_count": 1,
      "views": 0,
      "votes": 1
    },
    {
      "id": 322164,
      "title": "cv2.IMREAD_ANYDEPTH",
      "comment_count": 2,
      "views": 0,
      "votes": 2
    },
    {
      "id": 319215,
      "title": "Hausdorff Distance usage for Image Segmentation ",
      "comment_count": 16,
      "views": 0,
      "votes": 40
    },
    {
      "id": 321833,
      "title": "Has anyone had any success with mmsegmentation?",
      "comment_count": 3,
      "views": 0,
      "votes": 2
    },
    {
      "id": 321950,
      "title": "How to submit by using 'segmentation_models_pytorch' lib? ",
      "comment_count": 2,
      "views": 0,
      "votes": null
    },
    {
      "id": 320339,
      "title": "Image name format ?",
      "comment_count": 10,
      "views": 0,
      "votes": 2
    },
    {
      "id": 321610,
      "title": "can anyone explain the given data?",
      "comment_count": 3,
      "views": 0,
      "votes": 2
    },
    {
      "id": 321367,
      "title": "LISTEN UP! PAPERS ON MACHINE LEARNING AND GASTROINTESTINAL TRACT IMAGE SEGMENTATION!",
      "comment_count": 0,
      "views": 0,
      "votes": 12
    },
    {
      "id": 320908,
      "title": "Break-in the relation between test images and submission table",
      "comment_count": 7,
      "views": 0,
      "votes": 4
    },
    {
      "id": 321701,
      "title": "reshaping images and mask",
      "comment_count": 1,
      "views": 0,
      "votes": 1
    },
    {
      "id": 321225,
      "title": "3D Directed Hausdorff vs 3D Average Hausdorff ?",
      "comment_count": 0,
      "views": 0,
      "votes": 14
    },
    {
      "id": 321374,
      "title": "☠️ Problem of improper masks | Reshaping (256, 256) or (266, 266)",
      "comment_count": 1,
      "views": 0,
      "votes": 2
    },
    {
      "id": 319564,
      "title": "[TF BUG] Please Help - Very Frustrating",
      "comment_count": 7,
      "views": 0,
      "votes": 2
    },
    {
      "id": 320475,
      "title": "Why most public kernels don't use background as a separate class?",
      "comment_count": 2,
      "views": 0,
      "votes": 5
    },
    {
      "id": 321622,
      "title": "Is there a description of masks encoding?",
      "comment_count": 3,
      "views": 0,
      "votes": null
    },
    {
      "id": 320755,
      "title": "9 hours run-time",
      "comment_count": 5,
      "views": 0,
      "votes": 5
    },
    {
      "id": 320480,
      "title": "What is the best way to load the 16-bit input image as RGB to finetune pretrained models with RGB?",
      "comment_count": 2,
      "views": 0,
      "votes": 1
    },
    {
      "id": 319265,
      "title": "Can someone explain to me what are the test set for this competition ? ",
      "comment_count": 13,
      "views": 0,
      "votes": 7
    },
    {
      "id": 320674,
      "title": "Winning solutions of past kaggle challenges involving Segmentation",
      "comment_count": 1,
      "views": 0,
      "votes": 10
    },
    {
      "id": 320849,
      "title": "3D Hausdorff distance visualised",
      "comment_count": 1,
      "views": 0,
      "votes": 3
    },
    {
      "id": 319457,
      "title": "Why have my Notebook disappeared? Was it so bad? (Don't answer the 2nd one)",
      "comment_count": 20,
      "views": 0,
      "votes": 9
    },
    {
      "id": 321072,
      "title": "[Kaggle Staff Attention Needed] Notebook not finding the input files",
      "comment_count": 0,
      "views": 0,
      "votes": 0
    },
    {
      "id": 319676,
      "title": "Py-Hausdorff, Surface-Distance, Pracma. Libraries to compute Hausdorff Distance. ",
      "comment_count": 4,
      "views": 0,
      "votes": 13
    },
    {
      "id": 319596,
      "title": "Will this competition be the start of ViTs for multi-step image segmentation?",
      "comment_count": 2,
      "views": 0,
      "votes": 15
    },
    {
      "id": 320311,
      "title": "about evaluation",
      "comment_count": 2,
      "views": 0,
      "votes": 1
    },
    {
      "id": 320425,
      "title": "No test data in sample submission",
      "comment_count": 3,
      "views": 0,
      "votes": 1
    },
    {
      "id": 319213,
      "title": "Dice Coefficient in Image Segmentation",
      "comment_count": 4,
      "views": 0,
      "votes": 9
    },
    {
      "id": 320030,
      "title": "Hausdorff Measures. Euclidean and Heisenberg Metric.",
      "comment_count": 0,
      "views": 0,
      "votes": 4
    },
    {
      "id": 319356,
      "title": "State-of-the-art Paper in MR Segmentation",
      "comment_count": 3,
      "views": 0,
      "votes": 13
    },
    {
      "id": 319592,
      "title": "Paper: A Hierarchical Multi-Task Approach to Gastrointestinal Image Analysis",
      "comment_count": 0,
      "views": 0,
      "votes": 8
    },
    {
      "id": 320326,
      "title": "Could not find provided output file submission.csv",
      "comment_count": 1,
      "views": 0,
      "votes": null
    },
    {
      "id": 320062,
      "title": "I'm Back!  Hottest/Most Voted Lists. The return of my \"Living Dead Kaggle Notebook\" ",
      "comment_count": 0,
      "views": 0,
      "votes": 2
    },
    {
      "id": 319948,
      "title": "running time",
      "comment_count": 1,
      "views": 0,
      "votes": 2
    },
    {
      "id": 319373,
      "title": "Caution About How You Split Data",
      "comment_count": 2,
      "views": 0,
      "votes": 8
    },
    {
      "id": 319478,
      "title": "[KAGGLE BUG] - Submissions Not Timing Out at 9 Hours",
      "comment_count": 4,
      "views": 0,
      "votes": 3
    },
    {
      "id": 319522,
      "title": "Best metrics for image segmentation evaluation",
      "comment_count": 0,
      "views": 0,
      "votes": 3
    },
    {
      "id": 319230,
      "title": "using another public dataset ",
      "comment_count": 4,
      "views": 0,
      "votes": 3
    },
    {
      "id": 319317,
      "title": "What is the input data format?",
      "comment_count": 1,
      "views": 0,
      "votes": 2
    },
    {
      "id": 319015,
      "title": "Can anyone please explain the submission format? It is not clear to me.",
      "comment_count": 1,
      "views": 0,
      "votes": 5
    },
    {
      "id": 318996,
      "title": "Looking for a teammate | Beginner ",
      "comment_count": 1,
      "views": 0,
      "votes": -2
    }
  ],
  "errors": []
}