{
  "total": 265,
  "topics": [
    {
      "id": 497790,
      "title": "Embargo Lifted on Competition Dataset",
      "comment_count": 1,
      "views": 0,
      "votes": 4
    },
    {
      "id": 452360,
      "title": "UBC-OCEAN Challenge Presentation: Insights and Tips",
      "comment_count": 29,
      "views": 0,
      "votes": 28
    },
    {
      "id": 465806,
      "title": "Recap of Competition - Congratulations to the Winners!",
      "comment_count": 0,
      "views": 0,
      "votes": 6
    },
    {
      "id": 554844,
      "title": "Downloading or accessing the data",
      "comment_count": 0,
      "views": 0,
      "votes": 0
    },
    {
      "id": 466455,
      "title": "1st Place Solution 🥇 [Owkin]",
      "comment_count": 37,
      "views": 0,
      "votes": 65
    },
    {
      "id": 465410,
      "title": "2nd Place Solution - UBC-OCEAN",
      "comment_count": 26,
      "views": 0,
      "votes": 43
    },
    {
      "id": 465527,
      "title": "3rd Place Solution for the UBC-OCEAN UBC Ovarian Cancer Subtype Classification and Outlier Detection (UBC-OCEAN)",
      "comment_count": 8,
      "views": 0,
      "votes": 26
    },
    {
      "id": 514555,
      "title": "Dataset Details",
      "comment_count": 0,
      "views": 0,
      "votes": 1
    },
    {
      "id": 446642,
      "title": "Notebook Threw Exception",
      "comment_count": 10,
      "views": 0,
      "votes": 6
    },
    {
      "id": 482781,
      "title": "Using dataset",
      "comment_count": 2,
      "views": 0,
      "votes": 1
    },
    {
      "id": 465356,
      "title": "20th Place Solution - UBC-OCEAN",
      "comment_count": 14,
      "views": 0,
      "votes": 19
    },
    {
      "id": 465697,
      "title": "7th place solution",
      "comment_count": 12,
      "views": 0,
      "votes": 36
    },
    {
      "id": 447319,
      "title": "While submitting Notebook to the compitition ,  I am facing Notebook Out of Memory Error ",
      "comment_count": 6,
      "views": 0,
      "votes": 6
    },
    {
      "id": 465382,
      "title": "[8th Place Solution] Understanding Data Before Designing Methods",
      "comment_count": 28,
      "views": 0,
      "votes": 49
    },
    {
      "id": 471768,
      "title": "I wrote an article in medium for this competition! ",
      "comment_count": 5,
      "views": 0,
      "votes": 5
    },
    {
      "id": 471487,
      "title": "CNN - Some advice",
      "comment_count": 0,
      "views": 0,
      "votes": 0
    },
    {
      "id": 468313,
      "title": "When may I freely use these data?",
      "comment_count": 0,
      "views": 0,
      "votes": 2
    },
    {
      "id": 466017,
      "title": "5th place solution",
      "comment_count": 4,
      "views": 0,
      "votes": 14
    },
    {
      "id": 465358,
      "title": "13th Place Solution for the UBC-OCEAN Competition",
      "comment_count": 16,
      "views": 0,
      "votes": 48
    },
    {
      "id": 465379,
      "title": "3th on Public and 6th on Private, A Very Simple Solution: Big Pretrained-Model is All You Need! ",
      "comment_count": 25,
      "views": 0,
      "votes": 39
    },
    {
      "id": 446104,
      "title": "Tiled Images dataset (256x256)",
      "comment_count": 27,
      "views": 0,
      "votes": 85
    },
    {
      "id": 465455,
      "title": "10th place solution",
      "comment_count": 19,
      "views": 0,
      "votes": 28
    },
    {
      "id": 465811,
      "title": "4th place solution",
      "comment_count": 4,
      "views": 0,
      "votes": 16
    },
    {
      "id": 465815,
      "title": "9th place solution ",
      "comment_count": 3,
      "views": 0,
      "votes": 15
    },
    {
      "id": 465466,
      "title": "Some suspicious teams",
      "comment_count": 6,
      "views": 0,
      "votes": 15
    },
    {
      "id": 465879,
      "title": " Congratulations to new Kaggle Competitions GM",
      "comment_count": 2,
      "views": 0,
      "votes": 5
    },
    {
      "id": 465719,
      "title": "A Bronze Solution",
      "comment_count": 0,
      "views": 0,
      "votes": 11
    },
    {
      "id": 465368,
      "title": "38th solution (Private 0.52, Hight score 0.55)",
      "comment_count": 9,
      "views": 0,
      "votes": 14
    },
    {
      "id": 465461,
      "title": "83rd solusion and this is my firstintroduction of solution !",
      "comment_count": 6,
      "views": 0,
      "votes": 12
    },
    {
      "id": 465593,
      "title": "50th Place Solution (Simple Solution) ",
      "comment_count": 0,
      "views": 0,
      "votes": 10
    },
    {
      "id": 465415,
      "title": "[Our Solution] UBC-OCEAN",
      "comment_count": 6,
      "views": 0,
      "votes": 10
    },
    {
      "id": 465476,
      "title": "[14th Place Notes]  Image Agumentation + Domain Adaptation + ABMIL",
      "comment_count": 0,
      "views": 0,
      "votes": 11
    },
    {
      "id": 465619,
      "title": "30th place solution",
      "comment_count": 0,
      "views": 0,
      "votes": 8
    },
    {
      "id": 465425,
      "title": "28th solution",
      "comment_count": 0,
      "views": 0,
      "votes": 8
    },
    {
      "id": 465360,
      "title": "Survived the shake-up! (Public 538 -> Private 90)",
      "comment_count": 3,
      "views": 0,
      "votes": 9
    },
    {
      "id": 465617,
      "title": "My Takeaways from this competition",
      "comment_count": 0,
      "views": 0,
      "votes": 5
    },
    {
      "id": 466159,
      "title": "Competition Paper Publication ETA",
      "comment_count": 0,
      "views": 0,
      "votes": 0
    },
    {
      "id": 464186,
      "title": "Highest score without predicting Other",
      "comment_count": 18,
      "views": 0,
      "votes": 16
    },
    {
      "id": 464900,
      "title": "Learning Recap",
      "comment_count": 0,
      "views": 0,
      "votes": 13
    },
    {
      "id": 465491,
      "title": "Your Approach to the \"Other\" Class?",
      "comment_count": 5,
      "views": 0,
      "votes": 1
    },
    {
      "id": 465030,
      "title": "My Competition Recap",
      "comment_count": 0,
      "views": 0,
      "votes": 9
    },
    {
      "id": 465604,
      "title": "Why some teams are moved from the private LB????",
      "comment_count": 5,
      "views": 0,
      "votes": 1
    },
    {
      "id": 464324,
      "title": "What are the most common reasons for submission fail after successful notebook run and how to inspect them?",
      "comment_count": 5,
      "views": 0,
      "votes": 5
    },
    {
      "id": 465598,
      "title": "\"Notebook Out of Disk\" submission error",
      "comment_count": 0,
      "views": 0,
      "votes": 1
    },
    {
      "id": 465363,
      "title": "Why only private data?",
      "comment_count": 10,
      "views": 0,
      "votes": -7
    },
    {
      "id": 465259,
      "title": "The method in this paper can be used in this competition. There is a high probability that the first place will be this method.",
      "comment_count": 1,
      "views": 0,
      "votes": 1
    },
    {
      "id": 465432,
      "title": "Submission Failing",
      "comment_count": 0,
      "views": 0,
      "votes": 0
    },
    {
      "id": 465384,
      "title": "Can we download hidden test data now?",
      "comment_count": 0,
      "views": 0,
      "votes": 1
    },
    {
      "id": 465097,
      "title": "OSError: unrecognized data stream contents when reading image file",
      "comment_count": 0,
      "views": 0,
      "votes": 2
    },
    {
      "id": 465054,
      "title": "Can submissions be made after the competition ends?",
      "comment_count": 2,
      "views": 0,
      "votes": 1
    },
    {
      "id": 465301,
      "title": "can' t stop wrong submission!",
      "comment_count": 0,
      "views": 0,
      "votes": 0
    },
    {
      "id": 464220,
      "title": "Are Stanford Tissue Microarray Database TMAs Fair Game? (with PNG dataset)",
      "comment_count": 1,
      "views": 0,
      "votes": 11
    },
    {
      "id": 463245,
      "title": "[Solved] Loss isn't correlated with the metric too much",
      "comment_count": 8,
      "views": 0,
      "votes": 11
    },
    {
      "id": 463921,
      "title": "Doesn’t the hgsc category account for more than 60% in this competition? If the model classifies the image as hgsc when it sees the image, then the accuracy will reach 0.6? Or is it judged by the average accuracy of each category?",
      "comment_count": 3,
      "views": 0,
      "votes": 2
    },
    {
      "id": 464927,
      "title": "cannot able to submit the competition ",
      "comment_count": 0,
      "views": 0,
      "votes": 1
    },
    {
      "id": 464746,
      "title": "Why does the model not converge for WSI image classification in multi-instance processing? The training acc is always equal to about 0.4",
      "comment_count": 6,
      "views": 0,
      "votes": -4
    },
    {
      "id": 464853,
      "title": "Can't submit the result to competition ",
      "comment_count": 1,
      "views": 0,
      "votes": 0
    },
    {
      "id": 464278,
      "title": "<12 hour runtime",
      "comment_count": 3,
      "views": 0,
      "votes": 0
    },
    {
      "id": 464775,
      "title": "Notebook threw Exception",
      "comment_count": 1,
      "views": 0,
      "votes": 0
    },
    {
      "id": 463824,
      "title": "Segmentation Model Value",
      "comment_count": 4,
      "views": 0,
      "votes": 3
    },
    {
      "id": 463261,
      "title": "How to deal with \"Notebook Threw Exception\"?",
      "comment_count": 3,
      "views": 0,
      "votes": 3
    },
    {
      "id": 463580,
      "title": "is there any universe stategy to speed up inference?I got run time over 12h error.please help me",
      "comment_count": 4,
      "views": 0,
      "votes": 1
    },
    {
      "id": 463042,
      "title": "Percentage of the outliers \"other\"",
      "comment_count": 2,
      "views": 0,
      "votes": 1
    },
    {
      "id": 463328,
      "title": "Tile Generation Timing",
      "comment_count": 5,
      "views": 0,
      "votes": 4
    },
    {
      "id": 461513,
      "title": "Public score 0.16",
      "comment_count": 4,
      "views": 0,
      "votes": 3
    },
    {
      "id": 461049,
      "title": "Question about  enhance the speed of WSI (Whole Slide Image) patch extraction",
      "comment_count": 3,
      "views": 0,
      "votes": 3
    },
    {
      "id": 462273,
      "title": "Worry about timeout errors",
      "comment_count": 4,
      "views": 0,
      "votes": 1
    },
    {
      "id": 463196,
      "title": "LB Score stuck at 0.16",
      "comment_count": 1,
      "views": 0,
      "votes": 0
    },
    {
      "id": 461793,
      "title": "External dataset with subtypes",
      "comment_count": 4,
      "views": 0,
      "votes": 24
    },
    {
      "id": 461362,
      "title": "Is the storage of kaggle submission notebook change in the last 24 hours?",
      "comment_count": 30,
      "views": 0,
      "votes": 11
    },
    {
      "id": 462387,
      "title": "Notebook Threw Exception",
      "comment_count": 2,
      "views": 0,
      "votes": -1
    },
    {
      "id": 462997,
      "title": "KerasCV ImageClassifier ValueError",
      "comment_count": 1,
      "views": 0,
      "votes": 0
    },
    {
      "id": 461775,
      "title": "Only one WSI prevents me from completing a full submission...",
      "comment_count": 13,
      "views": 0,
      "votes": 5
    },
    {
      "id": 461431,
      "title": "Model only trains or predicts 'CC' for every scan",
      "comment_count": 1,
      "views": 0,
      "votes": 3
    },
    {
      "id": 462920,
      "title": "为什么用vgg16.preprocessing.ImageDataGenerator 出来后的图是黑白的？？？",
      "comment_count": 0,
      "views": 0,
      "votes": -20
    },
    {
      "id": 461556,
      "title": "BE AWARE of the misleading info from the competition description on TMA thumbnail",
      "comment_count": 1,
      "views": 0,
      "votes": 14
    },
    {
      "id": 461797,
      "title": "\"is_tma - True if the slide is a tissue microarray. Only available for the train set.\"",
      "comment_count": 3,
      "views": 0,
      "votes": 1
    },
    {
      "id": 455890,
      "title": "Supplemental annotations now available",
      "comment_count": 30,
      "views": 0,
      "votes": 38
    },
    {
      "id": 461943,
      "title": "Test set only has 1 image!?",
      "comment_count": 3,
      "views": 0,
      "votes": 1
    },
    {
      "id": 451907,
      "title": "submission `Notebook Out of Disk` with pyVips",
      "comment_count": 18,
      "views": 0,
      "votes": 7
    },
    {
      "id": 462033,
      "title": "Environment Configuration Problems",
      "comment_count": 0,
      "views": 0,
      "votes": 0
    },
    {
      "id": 461669,
      "title": "Seeking Insights and Experiences Until Now",
      "comment_count": 1,
      "views": 0,
      "votes": 2
    },
    {
      "id": 461991,
      "title": "Notebook threw exception",
      "comment_count": 1,
      "views": 0,
      "votes": 1
    },
    {
      "id": 460890,
      "title": "How to deal with outliers?",
      "comment_count": 7,
      "views": 0,
      "votes": 19
    },
    {
      "id": 461799,
      "title": "Why did the same model get the same private score, inspite of changing threshold?",
      "comment_count": 1,
      "views": 0,
      "votes": 1
    },
    {
      "id": 461443,
      "title": "Output getting automatically zipped? ",
      "comment_count": 2,
      "views": 0,
      "votes": 2
    },
    {
      "id": 461134,
      "title": "Notebook time constraints",
      "comment_count": 2,
      "views": 0,
      "votes": 5
    },
    {
      "id": 461691,
      "title": "How to Move Data to Storage Bucket with GCloud CLI (ask & answer)",
      "comment_count": 0,
      "views": 0,
      "votes": 1
    },
    {
      "id": 460632,
      "title": "Does both WSI and TMA images have \"Other\" category in testset?",
      "comment_count": 2,
      "views": 0,
      "votes": 1
    },
    {
      "id": 460098,
      "title": "The problem of using gpu kaggle",
      "comment_count": 5,
      "views": 0,
      "votes": 2
    },
    {
      "id": 460975,
      "title": "Notebook Threw Exception:",
      "comment_count": 1,
      "views": 0,
      "votes": 2
    },
    {
      "id": 460691,
      "title": "Segmentations Tumor Only (Code Implementation)",
      "comment_count": 2,
      "views": 0,
      "votes": 14
    },
    {
      "id": 461098,
      "title": "[Submission] Help with Notebook Threw Exception. Struggling to find the root cause.",
      "comment_count": 1,
      "views": 0,
      "votes": 1
    },
    {
      "id": 459363,
      "title": "Balanced Accuracy Pytorch Implementation",
      "comment_count": 5,
      "views": 0,
      "votes": 18
    },
    {
      "id": 460317,
      "title": "[Solved] Notebook Threw Exception problem",
      "comment_count": 8,
      "views": 0,
      "votes": 4
    },
    {
      "id": 460926,
      "title": "How can I handle large image data in pytorch ",
      "comment_count": 1,
      "views": 0,
      "votes": 2
    },
    {
      "id": 460673,
      "title": "Anyone to team?",
      "comment_count": 2,
      "views": 0,
      "votes": 1
    },
    {
      "id": 454113,
      "title": "About the Other label",
      "comment_count": 6,
      "views": 0,
      "votes": 13
    },
    {
      "id": 455918,
      "title": "Error: Notebook Threw Exception",
      "comment_count": 5,
      "views": 0,
      "votes": 4
    },
    {
      "id": 459375,
      "title": "Incorrect image size in train.csv",
      "comment_count": 3,
      "views": 0,
      "votes": 8
    },
    {
      "id": 460226,
      "title": "Problem with pytorch_lightning on TPU",
      "comment_count": 0,
      "views": 0,
      "votes": 2
    },
    {
      "id": 459793,
      "title": "Do we have some markers in the training images?",
      "comment_count": 3,
      "views": 0,
      "votes": 2
    },
    {
      "id": 459938,
      "title": "How to successfully do model ensemble/tta?",
      "comment_count": 2,
      "views": 0,
      "votes": 1
    },
    {
      "id": 459964,
      "title": "Denoised Image",
      "comment_count": 5,
      "views": 0,
      "votes": 1
    },
    {
      "id": 459130,
      "title": "Has the top scores gone up since the annotations update?",
      "comment_count": 1,
      "views": 0,
      "votes": 5
    },
    {
      "id": 445804,
      "title": "Pathologist's perspective of the ovarian cancer subtype classification task",
      "comment_count": 27,
      "views": 0,
      "votes": 112
    },
    {
      "id": 450859,
      "title": "fail in submission but success in notebook",
      "comment_count": 9,
      "views": 0,
      "votes": 3
    },
    {
      "id": 458997,
      "title": "Loading ViT: Vision Transformer",
      "comment_count": 2,
      "views": 0,
      "votes": 3
    },
    {
      "id": 460432,
      "title": "Interesting game",
      "comment_count": 0,
      "views": 0,
      "votes": -15
    },
    {
      "id": 458774,
      "title": "freeze of submission score !!",
      "comment_count": 1,
      "views": 0,
      "votes": 2
    },
    {
      "id": 459690,
      "title": "Anyone who wants to work in a Team",
      "comment_count": 0,
      "views": 0,
      "votes": 1
    },
    {
      "id": 457460,
      "title": "Why GPU memory gets filled like this?",
      "comment_count": 2,
      "views": 0,
      "votes": 2
    },
    {
      "id": 458324,
      "title": "Rules regarding code requirements (notebooks)",
      "comment_count": 3,
      "views": 0,
      "votes": 2
    },
    {
      "id": 458710,
      "title": "To make patches or not to?",
      "comment_count": 4,
      "views": 0,
      "votes": 2
    },
    {
      "id": 458929,
      "title": "do anyone know the deadline ，The introduction only roughly stated that there was still one month left",
      "comment_count": 1,
      "views": 0,
      "votes": 3
    },
    {
      "id": 458151,
      "title": "Problem with xFormers installation via utility script",
      "comment_count": 7,
      "views": 0,
      "votes": 3
    },
    {
      "id": 457418,
      "title": "Training of large datasets?",
      "comment_count": 2,
      "views": 0,
      "votes": 2
    },
    {
      "id": 457249,
      "title": "Using External Data for Validation",
      "comment_count": 8,
      "views": 0,
      "votes": 20
    },
    {
      "id": 443349,
      "title": "New to Machine Learning or Kaggle?",
      "comment_count": 29,
      "views": 0,
      "votes": 12
    },
    {
      "id": 458805,
      "title": "What is your best LB score using only thumbnails (and TMAs)?",
      "comment_count": 1,
      "views": 0,
      "votes": 1
    },
    {
      "id": 458860,
      "title": "Competition Submission Error",
      "comment_count": 0,
      "views": 0,
      "votes": 1
    },
    {
      "id": 449209,
      "title": "Validity of image level labels for patch level analysis",
      "comment_count": 25,
      "views": 0,
      "votes": 12
    },
    {
      "id": 452165,
      "title": "baseline with Lightning⚡TIMM scores 0.4+ on LB become TOP 5%",
      "comment_count": 28,
      "views": 0,
      "votes": 86
    },
    {
      "id": 456819,
      "title": "Has anyone tried the Pseudo-labelling?",
      "comment_count": 6,
      "views": 0,
      "votes": 9
    },
    {
      "id": 453158,
      "title": "In this challenge, do ensemble can increase score?",
      "comment_count": 16,
      "views": 0,
      "votes": 3
    },
    {
      "id": 449079,
      "title": "Thumbnails are not provided for test TMAs?",
      "comment_count": 11,
      "views": 0,
      "votes": 14
    },
    {
      "id": 446102,
      "title": "Why is there no \"is_tma\" in the test csv?",
      "comment_count": 7,
      "views": 0,
      "votes": 3
    },
    {
      "id": 458368,
      "title": "Can someone guide me on why I'm getting the error message \"Submission CSV Not Found\" after submitting?",
      "comment_count": 2,
      "views": 0,
      "votes": 1
    },
    {
      "id": 458362,
      "title": "Does anyone know what the normalized mean variance parameter of the picture is?",
      "comment_count": 2,
      "views": 0,
      "votes": 1
    },
    {
      "id": 457255,
      "title": "Is it overfitting my model !?",
      "comment_count": 2,
      "views": 0,
      "votes": 2
    },
    {
      "id": 457122,
      "title": "Test data/ Loader/ Path",
      "comment_count": 4,
      "views": 0,
      "votes": 3
    },
    {
      "id": 458095,
      "title": "Need Help to Process x ray image?",
      "comment_count": 0,
      "views": 0,
      "votes": 1
    },
    {
      "id": 457690,
      "title": "Starter Notebook runs successfully but scoring failed",
      "comment_count": 1,
      "views": 0,
      "votes": 1
    },
    {
      "id": 451892,
      "title": "Data updated to fix flawed masks",
      "comment_count": 31,
      "views": 0,
      "votes": 33
    },
    {
      "id": 451424,
      "title": "How to know when we stop training a DL model while training with all data? ",
      "comment_count": 7,
      "views": 0,
      "votes": 1
    },
    {
      "id": 445786,
      "title": "How to download all the data in a reasonable amount of time?",
      "comment_count": 6,
      "views": 0,
      "votes": 4
    },
    {
      "id": 456972,
      "title": "Memory and time Issues with Patch Segmentation and Feature Extraction in WSI Images - Seeking Solutions❓",
      "comment_count": 1,
      "views": 0,
      "votes": 2
    },
    {
      "id": 457089,
      "title": "What does the content in file updated_image_ids.json mean?",
      "comment_count": 2,
      "views": 0,
      "votes": 1
    },
    {
      "id": 450856,
      "title": "How should we debug \"Submission CSV Not Found\"? Let's make a list of ideas!",
      "comment_count": 2,
      "views": 0,
      "votes": 5
    },
    {
      "id": 456281,
      "title": "I need help ",
      "comment_count": 2,
      "views": 0,
      "votes": 3
    },
    {
      "id": 445938,
      "title": "Looking for teammate/group!",
      "comment_count": 8,
      "views": 0,
      "votes": 1
    },
    {
      "id": 456342,
      "title": "TMAs in test set might be quite different from those in the training set?",
      "comment_count": 3,
      "views": 0,
      "votes": 4
    },
    {
      "id": 455327,
      "title": "Submission Scoring Error",
      "comment_count": 9,
      "views": 0,
      "votes": 4
    },
    {
      "id": 456188,
      "title": "What is the storage capacity limit when writing to directories outside /kaggle/working?",
      "comment_count": 2,
      "views": 0,
      "votes": 3
    },
    {
      "id": 448414,
      "title": "Overview of Published Research in Ovarian Cancer Subtyping AI ",
      "comment_count": 2,
      "views": 0,
      "votes": 31
    },
    {
      "id": 445592,
      "title": "'Other' class - outlier identification",
      "comment_count": 9,
      "views": 0,
      "votes": 6
    },
    {
      "id": 455699,
      "title": "Patch Based Model's Predictions on TMAs in trainset(number = 25)",
      "comment_count": 1,
      "views": 0,
      "votes": 5
    },
    {
      "id": 451306,
      "title": "Why the error is giving Notebook out of Disk when submitting notebook ?",
      "comment_count": 1,
      "views": 0,
      "votes": 3
    },
    {
      "id": 455426,
      "title": "Help needed!     Inference is timing out.",
      "comment_count": 5,
      "views": 0,
      "votes": 5
    },
    {
      "id": 451908,
      "title": "Tiled Images dataset (512x512) scale 0.25 all-in-one",
      "comment_count": 18,
      "views": 0,
      "votes": 26
    },
    {
      "id": 454872,
      "title": "[📚Recourses] For beginner to learn ovarian cancer classification",
      "comment_count": 0,
      "views": 0,
      "votes": 14
    },
    {
      "id": 452027,
      "title": "Why image format of PNG must be changed or competition solution quality will suffer",
      "comment_count": 8,
      "views": 0,
      "votes": 45
    },
    {
      "id": 455002,
      "title": "Genes of importance for classification",
      "comment_count": 0,
      "views": 0,
      "votes": 5
    },
    {
      "id": 454755,
      "title": "Submission Scoring Error",
      "comment_count": 1,
      "views": 0,
      "votes": 4
    },
    {
      "id": 453474,
      "title": "Stuck in submission part",
      "comment_count": 8,
      "views": 0,
      "votes": 5
    },
    {
      "id": 453841,
      "title": "Notebook keeps throwing exceptions? Why?",
      "comment_count": 7,
      "views": 0,
      "votes": 2
    },
    {
      "id": 445457,
      "title": "Test data incomplete?",
      "comment_count": 9,
      "views": 0,
      "votes": 2
    },
    {
      "id": 453096,
      "title": "How to correctly convert from 40x to 20x magnification",
      "comment_count": 10,
      "views": 0,
      "votes": 9
    },
    {
      "id": 453922,
      "title": "Submissions timing for code competitions",
      "comment_count": 0,
      "views": 0,
      "votes": 8
    },
    {
      "id": 453951,
      "title": "Runtime for final submission",
      "comment_count": 2,
      "views": 0,
      "votes": 4
    },
    {
      "id": 448354,
      "title": "What exactly are duplicate regions on WSIs?",
      "comment_count": 9,
      "views": 0,
      "votes": 14
    },
    {
      "id": 448252,
      "title": "Memory increased for GPU notebooks",
      "comment_count": 4,
      "views": 0,
      "votes": 33
    },
    {
      "id": 446390,
      "title": "Is sample weight not given?",
      "comment_count": 3,
      "views": 0,
      "votes": 2
    },
    {
      "id": 445575,
      "title": "Any reason behind why micro tissue array count is just 25? Is there any use of is_tma if its only available in training?",
      "comment_count": 5,
      "views": 0,
      "votes": 2
    },
    {
      "id": 452799,
      "title": "One question about the tile/patch-based approach",
      "comment_count": 4,
      "views": 0,
      "votes": 4
    },
    {
      "id": 453873,
      "title": "On test images public and private exists thumb and large?",
      "comment_count": 0,
      "views": 0,
      "votes": 2
    },
    {
      "id": 453584,
      "title": "Submission Failing Consistently - Need Help",
      "comment_count": 4,
      "views": 0,
      "votes": 2
    },
    {
      "id": 453599,
      "title": "Anyone working on developing a GAN model to generate high-res image from low-res(thumbnails) images?",
      "comment_count": 1,
      "views": 0,
      "votes": 2
    },
    {
      "id": 451675,
      "title": "what will be the approach while submitting notebook? Because when i submit notebook, i am always faced the problem Notebook Out Of Memory , Can Anyone help?",
      "comment_count": 7,
      "views": 0,
      "votes": 3
    },
    {
      "id": 452428,
      "title": "need help...",
      "comment_count": 5,
      "views": 0,
      "votes": 5
    },
    {
      "id": 453097,
      "title": "Save Trained Mode and reuse it in another notebook",
      "comment_count": 2,
      "views": 0,
      "votes": 2
    },
    {
      "id": 452898,
      "title": "Has anyone tried using histolab for this competition?",
      "comment_count": 1,
      "views": 0,
      "votes": 5
    },
    {
      "id": 451591,
      "title": "What are TMA (Tissue Microarray) data in WSI, and why is this type of data not included in thumbnails?",
      "comment_count": 4,
      "views": 0,
      "votes": 3
    },
    {
      "id": 452813,
      "title": "Runtime limit for private test ",
      "comment_count": 3,
      "views": 0,
      "votes": 4
    },
    {
      "id": 452845,
      "title": "Problem installing and executing pyvips second time",
      "comment_count": 2,
      "views": 0,
      "votes": 3
    },
    {
      "id": 453308,
      "title": "Tiles/thumbnails",
      "comment_count": 2,
      "views": 0,
      "votes": 1
    },
    {
      "id": 452780,
      "title": "balanced accuracy?",
      "comment_count": 2,
      "views": 0,
      "votes": 3
    },
    {
      "id": 451902,
      "title": "[My Solution Share] Patch Based",
      "comment_count": 7,
      "views": 0,
      "votes": 4
    },
    {
      "id": 452208,
      "title": "CV/validation score vs LB",
      "comment_count": 1,
      "views": 0,
      "votes": 3
    },
    {
      "id": 452253,
      "title": "How to quickly read images?",
      "comment_count": 5,
      "views": 0,
      "votes": 1
    },
    {
      "id": 451784,
      "title": "What is the micron-per-pixel spacing of the images",
      "comment_count": 2,
      "views": 0,
      "votes": 4
    },
    {
      "id": 452206,
      "title": "Help with Test Images",
      "comment_count": 4,
      "views": 0,
      "votes": 1
    },
    {
      "id": 448573,
      "title": "Competition Starter Pack",
      "comment_count": 3,
      "views": 0,
      "votes": 28
    },
    {
      "id": 452202,
      "title": "Save/load models for inference",
      "comment_count": 1,
      "views": 0,
      "votes": 1
    },
    {
      "id": 452366,
      "title": "Comparing the Use of Thumbnails and Cropped Real Images for Training and Testing",
      "comment_count": 0,
      "views": 0,
      "votes": 1
    },
    {
      "id": 451792,
      "title": "Details about \"Other\" class",
      "comment_count": 0,
      "views": 0,
      "votes": 4
    },
    {
      "id": 452257,
      "title": "Teaming up",
      "comment_count": 0,
      "views": 0,
      "votes": 1
    },
    {
      "id": 447886,
      "title": "Please fix the many quality issues with the competition data and leaderboard",
      "comment_count": 25,
      "views": 0,
      "votes": 57
    },
    {
      "id": 452064,
      "title": "Beginner Question",
      "comment_count": 0,
      "views": 0,
      "votes": 1
    },
    {
      "id": 445420,
      "title": "This Competition has an Official Discord Channel",
      "comment_count": 11,
      "views": 0,
      "votes": 7
    },
    {
      "id": 448005,
      "title": "Using Thumbnails or Real images dataset ",
      "comment_count": 8,
      "views": 0,
      "votes": 4
    },
    {
      "id": 450924,
      "title": "I have created JPEG dataset using UBC-OCEAN -JPEG Dataset Pipeline",
      "comment_count": 1,
      "views": 0,
      "votes": 7
    },
    {
      "id": 450616,
      "title": "submission error",
      "comment_count": 8,
      "views": 0,
      "votes": 3
    },
    {
      "id": 449198,
      "title": "Are you using any pretrained model?",
      "comment_count": 1,
      "views": 0,
      "votes": 1
    },
    {
      "id": 450775,
      "title": "Why people train the model on thumbnail images instead or train_images ?",
      "comment_count": 5,
      "views": 0,
      "votes": 5
    },
    {
      "id": 446033,
      "title": "Criteria for healthy/unhealthy patches ?",
      "comment_count": 4,
      "views": 0,
      "votes": 4
    },
    {
      "id": 450313,
      "title": "Please record scoring time during submission and not just notebook time",
      "comment_count": 3,
      "views": 0,
      "votes": 10
    },
    {
      "id": 451034,
      "title": "Test Dataset for Submission",
      "comment_count": 1,
      "views": 0,
      "votes": 2
    },
    {
      "id": 451189,
      "title": "Sub-Image Extraction for Consistent Labeling",
      "comment_count": 2,
      "views": 0,
      "votes": 1
    },
    {
      "id": 447825,
      "title": "CV vs LB Thread",
      "comment_count": 16,
      "views": 0,
      "votes": 11
    },
    {
      "id": 450451,
      "title": "TMA images dataset",
      "comment_count": 2,
      "views": 0,
      "votes": 8
    },
    {
      "id": 450641,
      "title": "What does 40x magnification exactly means?",
      "comment_count": 2,
      "views": 0,
      "votes": 6
    },
    {
      "id": 447049,
      "title": "How were the [train/test]_thumbnails created?",
      "comment_count": 9,
      "views": 0,
      "votes": 1
    },
    {
      "id": 451628,
      "title": "If you had succeeded in gathering more data, it would have been good for both you and us to create the best-fit model.",
      "comment_count": 0,
      "views": 0,
      "votes": -6
    },
    {
      "id": 450979,
      "title": "Unable to download data",
      "comment_count": 2,
      "views": 0,
      "votes": 2
    },
    {
      "id": 446688,
      "title": "Why WSIs are uploaded as PNGs?",
      "comment_count": 9,
      "views": 0,
      "votes": 25
    },
    {
      "id": 451134,
      "title": "Trouble Downloading Images from Kaggle Competition Folder: Seeking Help and Guidance",
      "comment_count": 1,
      "views": 0,
      "votes": 1
    },
    {
      "id": 450591,
      "title": "time sending sumbitions  >2 hours?",
      "comment_count": 2,
      "views": 0,
      "votes": 2
    },
    {
      "id": 448955,
      "title": "Image size too large",
      "comment_count": 5,
      "views": 0,
      "votes": 3
    },
    {
      "id": 448791,
      "title": "Availability of Test Thumbnails for final test?",
      "comment_count": 1,
      "views": 0,
      "votes": 3
    },
    {
      "id": 446195,
      "title": "What are the full names for abbreviation CC, EC, MC, LGSC, HGSC?",
      "comment_count": 3,
      "views": 0,
      "votes": 1
    },
    {
      "id": 448873,
      "title": "How TMA test images look?",
      "comment_count": 5,
      "views": 0,
      "votes": 4
    },
    {
      "id": 445440,
      "title": "Any one want to join with me ?",
      "comment_count": 5,
      "views": 0,
      "votes": 14
    },
    {
      "id": 446041,
      "title": "Any idea how to avoid out of memory error in submitting when using image.open()?",
      "comment_count": 9,
      "views": 0,
      "votes": 4
    },
    {
      "id": 450292,
      "title": "Question about the Test Time Limitation",
      "comment_count": 0,
      "views": 0,
      "votes": 2
    },
    {
      "id": 445472,
      "title": "Adjutant reference materials and resources ",
      "comment_count": 4,
      "views": 0,
      "votes": 37
    },
    {
      "id": 449064,
      "title": "Error converting the image and putting it in the directory",
      "comment_count": 3,
      "views": 0,
      "votes": 1
    },
    {
      "id": 447605,
      "title": "Is image magnification a factor to be concerned about?",
      "comment_count": 11,
      "views": 0,
      "votes": 8
    },
    {
      "id": 449075,
      "title": "How to handle the repeating images or is it a hoax?",
      "comment_count": 1,
      "views": 0,
      "votes": -2
    },
    {
      "id": 448277,
      "title": "Why I got “threw exception” erorr while doing multi-img-size ensembel？QAQ",
      "comment_count": 5,
      "views": 0,
      "votes": 1
    },
    {
      "id": 449074,
      "title": "Where do I find the data to make the prediction for submit?",
      "comment_count": 1,
      "views": 0,
      "votes": 1
    },
    {
      "id": 448100,
      "title": "Notebook Threw Exception",
      "comment_count": 3,
      "views": 0,
      "votes": 1
    },
    {
      "id": 448205,
      "title": "Solution file patch and rescore",
      "comment_count": 0,
      "views": 0,
      "votes": 20
    },
    {
      "id": 446760,
      "title": "Error in LB metric",
      "comment_count": 5,
      "views": 0,
      "votes": 35
    },
    {
      "id": 448790,
      "title": "how to download a subset of the dataset",
      "comment_count": 1,
      "views": 0,
      "votes": 1
    },
    {
      "id": 448198,
      "title": "How to handle big data?",
      "comment_count": 3,
      "views": 0,
      "votes": 2
    },
    {
      "id": 447261,
      "title": "When i submit the  notebook , getting Notebook Threw Exception error ? How to solve that problem while submitting notebook to the compitition ? ",
      "comment_count": 9,
      "views": 0,
      "votes": 6
    },
    {
      "id": 446517,
      "title": "How to avoid Out of Memory error in submitting?",
      "comment_count": 2,
      "views": 0,
      "votes": 4
    },
    {
      "id": 445427,
      "title": "Would someone team up with me?",
      "comment_count": 40,
      "views": 0,
      "votes": 5
    },
    {
      "id": 448010,
      "title": "Don't Train During Inference?",
      "comment_count": 6,
      "views": 0,
      "votes": 1
    },
    {
      "id": 447063,
      "title": "Broken data?",
      "comment_count": 0,
      "views": 0,
      "votes": 30
    },
    {
      "id": 445759,
      "title": "Missing TMA images in train_thumbnails",
      "comment_count": 3,
      "views": 0,
      "votes": 1
    },
    {
      "id": 445449,
      "title": "Dealing with Large Image Size of Carcinomas Subtypes (HGSC, LGSC, MC, EC) and Outliers.",
      "comment_count": 6,
      "views": 0,
      "votes": 44
    },
    {
      "id": 445473,
      "title": "🏆🔮UBC 0varian Cancer classification - Reference Kernels, Posts and materials for similar events 🔮🏆",
      "comment_count": 5,
      "views": 0,
      "votes": 16
    },
    {
      "id": 447851,
      "title": "On submitting notebook to competition, getting Notebook Threw Exception",
      "comment_count": 2,
      "views": 0,
      "votes": 2
    },
    {
      "id": 445526,
      "title": "💡7 ovarian cancer datasets + TCGA💡",
      "comment_count": 3,
      "views": 0,
      "votes": 10
    },
    {
      "id": 447025,
      "title": "perfect prediction of \"is_tma\"",
      "comment_count": 3,
      "views": 0,
      "votes": 10
    },
    {
      "id": 447826,
      "title": "The resources needed for this competition.",
      "comment_count": 2,
      "views": 0,
      "votes": 2
    },
    {
      "id": 447382,
      "title": "looking for teammates with CV coding experience~",
      "comment_count": 2,
      "views": 0,
      "votes": 2
    },
    {
      "id": 447467,
      "title": "Notebook Run Successful - submission.csv created - But not scored",
      "comment_count": 2,
      "views": 0,
      "votes": 3
    },
    {
      "id": 447697,
      "title": "Is it possible to skip training on submission run?",
      "comment_count": 1,
      "views": 0,
      "votes": 3
    },
    {
      "id": 448027,
      "title": "Submission time?",
      "comment_count": 1,
      "views": 0,
      "votes": 1
    },
    {
      "id": 447703,
      "title": "Why they are 8 classes?",
      "comment_count": 1,
      "views": 0,
      "votes": 2
    },
    {
      "id": 447455,
      "title": "submission Help",
      "comment_count": 2,
      "views": 0,
      "votes": 2
    },
    {
      "id": 447376,
      "title": "Would someone team up with me?",
      "comment_count": 1,
      "views": 0,
      "votes": 2
    },
    {
      "id": 446150,
      "title": "Handling large images with \"pyvips\"+ EDA",
      "comment_count": 3,
      "views": 0,
      "votes": 5
    },
    {
      "id": 447151,
      "title": "How to prepare data?",
      "comment_count": 0,
      "views": 0,
      "votes": 3
    },
    {
      "id": 446518,
      "title": " train locally without downloading data",
      "comment_count": 4,
      "views": 0,
      "votes": 3
    },
    {
      "id": 446009,
      "title": "Keras is not accepting the folder structure of `train`",
      "comment_count": 3,
      "views": 0,
      "votes": 1
    },
    {
      "id": 447679,
      "title": "Happy Coding",
      "comment_count": 1,
      "views": 0,
      "votes": -6
    },
    {
      "id": 445629,
      "title": "Save your GPU quota and Memory. Fast & large GPU cards helps too : )",
      "comment_count": 10,
      "views": 0,
      "votes": 23
    },
    {
      "id": 445470,
      "title": "🔮💥✔Good Resources to leverage for this competition📚💥🔮",
      "comment_count": 2,
      "views": 0,
      "votes": 28
    },
    {
      "id": 446762,
      "title": "Do all tissues on a microarray belong to the same class?",
      "comment_count": 1,
      "views": 0,
      "votes": 1
    },
    {
      "id": 445680,
      "title": "No region information of the lesion. No normal image.",
      "comment_count": 1,
      "views": 0,
      "votes": 4
    },
    {
      "id": 445920,
      "title": "train_image/image91_thumbnails",
      "comment_count": 2,
      "views": 0,
      "votes": 2
    },
    {
      "id": 445638,
      "title": "To what extent should we cooperate on this task?",
      "comment_count": 2,
      "views": 0,
      "votes": 3
    },
    {
      "id": 445951,
      "title": "Only data needed to be downloaded for training locally",
      "comment_count": 0,
      "views": 0,
      "votes": 2
    },
    {
      "id": 445432,
      "title": "Exceeds limit of 178956970 pixels",
      "comment_count": 2,
      "views": 0,
      "votes": 4
    },
    {
      "id": 446111,
      "title": "Transkational información of potential interest. Searching for wider data (always)",
      "comment_count": 0,
      "views": 0,
      "votes": 1
    },
    {
      "id": 446088,
      "title": "RStudio for analysis",
      "comment_count": 0,
      "views": 0,
      "votes": 1
    },
    {
      "id": 445771,
      "title": "Help to get image paths into the df. Applying lambda. Any tips?",
      "comment_count": 2,
      "views": 0,
      "votes": 1
    },
    {
      "id": 445849,
      "title": "image preprocessing .",
      "comment_count": 0,
      "views": 0,
      "votes": 1
    },
    {
      "id": 445484,
      "title": "Found 0 images belonging to 0 classes.",
      "comment_count": 3,
      "views": 0,
      "votes": 2
    },
    {
      "id": 445397,
      "title": "Getting started with data! Know how it looks!",
      "comment_count": 0,
      "views": 0,
      "votes": 3
    },
    {
      "id": 445593,
      "title": "New to Deep Learning? Here is the notebook to start with!",
      "comment_count": 0,
      "views": 0,
      "votes": 1
    }
  ],
  "errors": []
}