{
  "total": 267,
  "topics": [
    {
      "id": 670996,
      "title": "Recap of Competition - Congratulations to the Winners!",
      "comment_count": 4,
      "views": 0,
      "votes": 3,
      "reused": true
    },
    {
      "id": 681443,
      "title": "Recap of the CSIRO – Image2Biomass Prediction Competition",
      "comment_count": 0,
      "views": 0,
      "votes": 3
    },
    {
      "id": 613699,
      "title": "Welcome to the CSIRO - Image2Biomass Prediction Competition!",
      "comment_count": 117,
      "views": 0,
      "votes": 31,
      "reused": true
    },
    {
      "id": 613676,
      "title": "How to Get Started + Competition's Official Discord",
      "comment_count": 7,
      "views": 0,
      "votes": 9,
      "reused": true
    },
    {
      "id": 733835,
      "title": "76th Place Solution",
      "comment_count": 0,
      "views": 0,
      "votes": 3
    },
    {
      "id": 701922,
      "title": "Test Set & Segmentation Annotations Released",
      "comment_count": 1,
      "views": 0,
      "votes": null,
      "reused": true
    },
    {
      "id": 670668,
      "title": "Rank 5th Solution",
      "comment_count": 15,
      "views": 0,
      "votes": 81,
      "reused": true
    },
    {
      "id": 670672,
      "title": "🏅 37st Place Solution: Self Prompt Tuning with DINOv3",
      "comment_count": 11,
      "views": 0,
      "votes": 40,
      "reused": true
    },
    {
      "id": 670895,
      "title": "(2nd) Weakly supervised semantic segmentation + Synthetic data",
      "comment_count": 15,
      "views": 0,
      "votes": 61,
      "reused": true
    },
    {
      "id": 685173,
      "title": "CSIRO - Image2Biomass Prediction — My Approach (Top 2% / 82nd)",
      "comment_count": 0,
      "views": 0,
      "votes": 0
    },
    {
      "id": 670695,
      "title": "55th Solution",
      "comment_count": 2,
      "views": 0,
      "votes": 10,
      "reused": true
    },
    {
      "id": 670730,
      "title": "SegFormer  + Depth Pro -> DinoV3Base w/Lora -> Learned Fusion module",
      "comment_count": 2,
      "views": 0,
      "votes": 6,
      "reused": true
    },
    {
      "id": 681602,
      "title": "Supplementary Data: Pixel-level Semantic Segmentation Masks",
      "comment_count": 0,
      "views": 0,
      "votes": 2
    },
    {
      "id": 670735,
      "title": "1st Place Solution",
      "comment_count": 30,
      "views": 0,
      "votes": 137,
      "reused": true
    },
    {
      "id": 671026,
      "title": "9th Place Solution",
      "comment_count": 1,
      "views": 0,
      "votes": 12,
      "reused": true
    },
    {
      "id": 673265,
      "title": "CSIRO Solution",
      "comment_count": 0,
      "views": 0,
      "votes": 3
    },
    {
      "id": 670986,
      "title": "33rd Place Silver Medal Solution",
      "comment_count": 4,
      "views": 0,
      "votes": 27,
      "reused": true
    },
    {
      "id": 671654,
      "title": "A Scalar Regression Pipeline Based on DINOv3",
      "comment_count": 7,
      "views": 0,
      "votes": 13,
      "reused": true
    },
    {
      "id": 672000,
      "title": "Top 10 Public | Top 38 Private solution",
      "comment_count": 3,
      "views": 0,
      "votes": 12,
      "reused": true
    },
    {
      "id": 671363,
      "title": "8th Place Solution | PixelScale 🌿",
      "comment_count": 2,
      "views": 0,
      "votes": 10,
      "reused": true
    },
    {
      "id": 671817,
      "title": "First Writeup on 3276",
      "comment_count": 0,
      "views": 0,
      "votes": 1
    },
    {
      "id": 671211,
      "title": "5th place solution",
      "comment_count": 2,
      "views": 0,
      "votes": 25,
      "reused": true
    },
    {
      "id": 670664,
      "title": "Synthetic dataset",
      "comment_count": 14,
      "views": 0,
      "votes": 31,
      "reused": true
    },
    {
      "id": 670733,
      "title": "Dinov3 + DoRA + Tweedie Loss + Ballanced R2",
      "comment_count": 8,
      "views": 0,
      "votes": 16,
      "reused": true
    },
    {
      "id": 670887,
      "title": "why i cant see myself on LB ?",
      "comment_count": 4,
      "views": 0,
      "votes": 2,
      "reused": true
    },
    {
      "id": 670654,
      "title": "7th Place Solution - single/dual+TTT",
      "comment_count": 17,
      "views": 0,
      "votes": 41,
      "reused": true
    },
    {
      "id": 671356,
      "title": "Share your facepalms?",
      "comment_count": 2,
      "views": 0,
      "votes": 1,
      "reused": true
    },
    {
      "id": 671268,
      "title": "133rd Place Solution",
      "comment_count": 0,
      "views": 0,
      "votes": 3
    },
    {
      "id": 671255,
      "title": "76th Private/11th Public - CSIRO Biomass Prediction Pipeline",
      "comment_count": 0,
      "views": 0,
      "votes": 6
    },
    {
      "id": 671053,
      "title": "10th Place Solution",
      "comment_count": 5,
      "views": 0,
      "votes": 14,
      "reused": true
    },
    {
      "id": 670746,
      "title": "A Dual-Stream DINOv3 + Gated Depthwise Convolutions + Auxiliary Metadata",
      "comment_count": 3,
      "views": 0,
      "votes": 10,
      "reused": true
    },
    {
      "id": 670677,
      "title": "4th Place Solution: ViT-Huge DINOv3 & Multi-Modal Feature Fusion with AUX predic",
      "comment_count": 14,
      "views": 0,
      "votes": 46,
      "reused": true
    },
    {
      "id": 671122,
      "title": "The use of tabular data has failed",
      "comment_count": 3,
      "views": 0,
      "votes": null,
      "reused": true
    },
    {
      "id": 671062,
      "title": "Bronze Medal | DinoV3",
      "comment_count": 0,
      "views": 0,
      "votes": 1
    },
    {
      "id": 670901,
      "title": "3rd Place Solution",
      "comment_count": 2,
      "views": 0,
      "votes": 29,
      "reused": true
    },
    {
      "id": 670977,
      "title": "54th Place Solution: All I Need Is fastai, timm, and DINOv3",
      "comment_count": 1,
      "views": 0,
      "votes": 5,
      "reused": true
    },
    {
      "id": 670759,
      "title": "123rd (public 6th) Solution - Tile-based ViT with 2D Pos-Emb & MIL pooling",
      "comment_count": 10,
      "views": 0,
      "votes": 17,
      "reused": true
    },
    {
      "id": 670661,
      "title": "do you think final score should be the ensemble of public score and private score to balance the difference betweeen public dataset and private dataset?",
      "comment_count": 9,
      "views": 0,
      "votes": -7,
      "reused": true
    },
    {
      "id": 670956,
      "title": "27th Place Solution",
      "comment_count": 0,
      "views": 0,
      "votes": 5
    },
    {
      "id": 670642,
      "title": "My selection was so bad.",
      "comment_count": 37,
      "views": 0,
      "votes": 5,
      "reused": true
    },
    {
      "id": 670643,
      "title": "Could we get more LB score precision and split info ?",
      "comment_count": 1,
      "views": 0,
      "votes": 8,
      "reused": true
    },
    {
      "id": 670785,
      "title": "Rank72 - Simple ensemble with DINO-EVA backbones",
      "comment_count": 0,
      "views": 0,
      "votes": 18
    },
    {
      "id": 670754,
      "title": "Where are the badges in profile section ?",
      "comment_count": 2,
      "views": 0,
      "votes": null,
      "reused": true
    },
    {
      "id": 670699,
      "title": "Finished my first Kaggle comp — top 22%. Not my goal, but a bunch of lessons I wish I’d heard earlier.",
      "comment_count": 1,
      "views": 0,
      "votes": 7,
      "reused": true
    },
    {
      "id": 670685,
      "title": "How we approached the problem?",
      "comment_count": 1,
      "views": 0,
      "votes": 5,
      "reused": true
    },
    {
      "id": 670665,
      "title": "Public 17th / Private 146th - MoE head+Median regression+Ratio regression",
      "comment_count": 2,
      "views": 0,
      "votes": 7,
      "reused": true
    },
    {
      "id": 670663,
      "title": "LB 141th/PB 515th Sol.AttentionPooling/FE expansion(Left + Right + Diff + Prod)",
      "comment_count": 11,
      "views": 0,
      "votes": 3,
      "reused": true
    },
    {
      "id": 670653,
      "title": "CSIRO 2026 Rank 25th Solution",
      "comment_count": 4,
      "views": 0,
      "votes": 13,
      "reused": true
    },
    {
      "id": 669265,
      "title": "Is the Public LB Overfitted Right Now?",
      "comment_count": 17,
      "views": 0,
      "votes": null,
      "reused": true
    },
    {
      "id": 670218,
      "title": "Private Leaderboard Score Range",
      "comment_count": 17,
      "views": 0,
      "votes": 3,
      "reused": true
    },
    {
      "id": 670691,
      "title": "Rank 83rd Silver Solution: DINOv2/3 + Depth Fusion with Uncertainty Calibration",
      "comment_count": 0,
      "views": 0,
      "votes": 9
    },
    {
      "id": 670652,
      "title": "How did you resolve the CV-LB gap?",
      "comment_count": 1,
      "views": 0,
      "votes": null,
      "reused": true
    },
    {
      "id": 670670,
      "title": "Private 20th | Public 25th Soluion - Simple model + Data augmentation",
      "comment_count": 0,
      "views": 0,
      "votes": 17
    },
    {
      "id": 670660,
      "title": "Could you share private dataset？",
      "comment_count": 1,
      "views": 0,
      "votes": null,
      "reused": true
    },
    {
      "id": 669453,
      "title": "First achieving 0.80 LB",
      "comment_count": 17,
      "views": 0,
      "votes": 4,
      "reused": true
    },
    {
      "id": 670639,
      "title": "so all the data was just approximation?",
      "comment_count": 1,
      "views": 0,
      "votes": 3,
      "reused": true
    },
    {
      "id": 670607,
      "title": "Final Competition Leaderboard",
      "comment_count": 6,
      "views": 0,
      "votes": null,
      "reused": true
    },
    {
      "id": 670016,
      "title": "Good Luck Everyone!",
      "comment_count": 12,
      "views": 0,
      "votes": 35,
      "reused": true
    },
    {
      "id": 670596,
      "title": "extend the submission deadline",
      "comment_count": 1,
      "views": 0,
      "votes": -9,
      "reused": true
    },
    {
      "id": 670318,
      "title": "What should I submit?",
      "comment_count": 4,
      "views": 0,
      "votes": -1,
      "reused": true
    },
    {
      "id": 667537,
      "title": "identify the camera?",
      "comment_count": 10,
      "views": 0,
      "votes": 37,
      "reused": true
    },
    {
      "id": 669415,
      "title": "What's the highest single model(non dino like models) score ",
      "comment_count": 7,
      "views": 0,
      "votes": null,
      "reused": true
    },
    {
      "id": 670300,
      "title": "Submission not getting through. Not able to locate the exception.",
      "comment_count": 3,
      "views": 0,
      "votes": -2,
      "reused": true
    },
    {
      "id": 665055,
      "title": "Which targets are you predicting?",
      "comment_count": 15,
      "views": 0,
      "votes": 12,
      "reused": true
    },
    {
      "id": 670360,
      "title": "submissions ",
      "comment_count": 7,
      "views": 0,
      "votes": null,
      "reused": true
    },
    {
      "id": 670306,
      "title": "Runtime safety margin",
      "comment_count": 3,
      "views": 0,
      "votes": null,
      "reused": true
    },
    {
      "id": 666965,
      "title": "Can anyone help my submission?",
      "comment_count": 2,
      "views": 0,
      "votes": -1,
      "reused": true
    },
    {
      "id": 670236,
      "title": "What does it mean : submission scoring error ? ",
      "comment_count": 1,
      "views": 0,
      "votes": -1,
      "reused": true
    },
    {
      "id": 670179,
      "title": "Submission error inspite of running perfectly fine when running the notebook manually",
      "comment_count": 3,
      "views": 0,
      "votes": null,
      "reused": true
    },
    {
      "id": 669898,
      "title": "is there an external dataset available?",
      "comment_count": 1,
      "views": 0,
      "votes": null,
      "reused": true
    },
    {
      "id": 669878,
      "title": "Introductory Question about Code Requirements",
      "comment_count": 1,
      "views": 0,
      "votes": 1,
      "reused": true
    },
    {
      "id": 669784,
      "title": "Final Check: Rules on Local Training and Kaggle Notebook Submissions",
      "comment_count": 2,
      "views": 0,
      "votes": -1,
      "reused": true
    },
    {
      "id": 669120,
      "title": "Is CV even useful here?",
      "comment_count": 11,
      "views": 0,
      "votes": 9,
      "reused": true
    },
    {
      "id": 669721,
      "title": "About the leaderboard message",
      "comment_count": 2,
      "views": 0,
      "votes": 1,
      "reused": true
    },
    {
      "id": 669291,
      "title": "URGENT HELP NEEDED | Submission error when scoring calculation stage",
      "comment_count": 4,
      "views": 0,
      "votes": -3,
      "reused": true
    },
    {
      "id": 669634,
      "title": "Notebook threw exception",
      "comment_count": 2,
      "views": 0,
      "votes": null,
      "reused": true
    },
    {
      "id": 668810,
      "title": "Risk of overfitting to Public LB distribution",
      "comment_count": 6,
      "views": 0,
      "votes": 4,
      "reused": true
    },
    {
      "id": 669609,
      "title": "Does anyone know how to properly use the Kaggle API for competition submissions?",
      "comment_count": 0,
      "views": 0,
      "votes": 0
    },
    {
      "id": 614642,
      "title": "What is your local validation score -- Huge gap with LB?",
      "comment_count": 62,
      "views": 0,
      "votes": 41,
      "reused": true
    },
    {
      "id": 615401,
      "title": "To prevent overfitting, you have to group by Sampling_Date",
      "comment_count": 50,
      "views": 0,
      "votes": 132,
      "reused": true
    },
    {
      "id": 668783,
      "title": "Do we need to train the backbone of the DINO model? ",
      "comment_count": 4,
      "views": 0,
      "votes": -2,
      "reused": true
    },
    {
      "id": 669465,
      "title": "infer time",
      "comment_count": 4,
      "views": 0,
      "votes": 1,
      "reused": true
    },
    {
      "id": 668666,
      "title": "Last Few Days Left",
      "comment_count": 19,
      "views": 0,
      "votes": 41,
      "reused": true
    },
    {
      "id": 668869,
      "title": "Kaggle notebooks not running properly",
      "comment_count": 3,
      "views": 0,
      "votes": null,
      "reused": true
    },
    {
      "id": 669012,
      "title": "🤔 The Multi-Head Question: How Many Heads & For Which Target? 🎯",
      "comment_count": 0,
      "views": 0,
      "votes": 52
    },
    {
      "id": 668896,
      "title": "Utility of classical DSP features alongside DINOv2",
      "comment_count": 1,
      "views": 0,
      "votes": null,
      "reused": true
    },
    {
      "id": 668908,
      "title": "Hidden test set",
      "comment_count": 0,
      "views": 0,
      "votes": -5
    },
    {
      "id": 668808,
      "title": "CV over LB",
      "comment_count": 4,
      "views": 0,
      "votes": -8,
      "reused": true
    },
    {
      "id": 668509,
      "title": "Request for Help: TorchScript Submission Crashing on Hidden Test",
      "comment_count": 4,
      "views": 0,
      "votes": null,
      "reused": true
    },
    {
      "id": 668882,
      "title": "Question on Notebook's Submission Score",
      "comment_count": 1,
      "views": 0,
      "votes": null,
      "reused": true
    },
    {
      "id": 668874,
      "title": "Doubts on training gound truth",
      "comment_count": 0,
      "views": 0,
      "votes": 0
    },
    {
      "id": 668735,
      "title": "Decoding-based Regression",
      "comment_count": 3,
      "views": 0,
      "votes": 18,
      "reused": true
    },
    {
      "id": 668761,
      "title": "Inquiry regarding prize eligibility for residents in Venezuela",
      "comment_count": 3,
      "views": 0,
      "votes": null,
      "reused": true
    },
    {
      "id": 668490,
      "title": "Does this competition lean more towards professional data augmentation strategies or model structures?",
      "comment_count": 8,
      "views": 0,
      "votes": 1,
      "reused": true
    },
    {
      "id": 666991,
      "title": "CV scores - final phase of the competition",
      "comment_count": 14,
      "views": 0,
      "votes": 10,
      "reused": true
    },
    {
      "id": 667753,
      "title": "Does Dinov3-huge underperform Dinov3-large? ",
      "comment_count": 6,
      "views": 0,
      "votes": 1,
      "reused": true
    },
    {
      "id": 668066,
      "title": "Does TTA hurt performance? (LB dropped 0.04)",
      "comment_count": 4,
      "views": 0,
      "votes": 4,
      "reused": true
    },
    {
      "id": 668356,
      "title": "Hay why the Test data contains only 3 columns????",
      "comment_count": 0,
      "views": 0,
      "votes": -8
    },
    {
      "id": 667850,
      "title": "scoring error",
      "comment_count": 2,
      "views": 0,
      "votes": -1,
      "reused": true
    },
    {
      "id": 667654,
      "title": "metadata usage ",
      "comment_count": 0,
      "views": 0,
      "votes": 2
    },
    {
      "id": 667570,
      "title": "Are certain targets overfitting while the rest are not?",
      "comment_count": 1,
      "views": 0,
      "votes": 2,
      "reused": true
    },
    {
      "id": 667563,
      "title": "Question About Testing During Evalution",
      "comment_count": 1,
      "views": 0,
      "votes": null,
      "reused": true
    },
    {
      "id": 667179,
      "title": "Does Kaggle provide test.csv or test/images during inference?",
      "comment_count": 9,
      "views": 0,
      "votes": -2,
      "reused": true
    },
    {
      "id": 664813,
      "title": "Should We Teach the Model “Where to Look” Using Grass Masks?",
      "comment_count": 10,
      "views": 0,
      "votes": 5,
      "reused": true
    },
    {
      "id": 667543,
      "title": "Ndvi range",
      "comment_count": 0,
      "views": 0,
      "votes": 1
    },
    {
      "id": 667384,
      "title": "Notebook threw exception when submission",
      "comment_count": 4,
      "views": 0,
      "votes": -5,
      "reused": true
    },
    {
      "id": 665877,
      "title": "10 gms vs 50 gms Dead",
      "comment_count": 13,
      "views": 0,
      "votes": 13,
      "reused": true
    },
    {
      "id": 667105,
      "title": "Conditioning on species",
      "comment_count": 0,
      "views": 0,
      "votes": 2
    },
    {
      "id": 667060,
      "title": "Loss discussion",
      "comment_count": 0,
      "views": 0,
      "votes": 1
    },
    {
      "id": 626910,
      "title": "Irish Grass Clover Dataset",
      "comment_count": 11,
      "views": 0,
      "votes": 70,
      "reused": true
    },
    {
      "id": 666936,
      "title": "What is the unit?",
      "comment_count": 1,
      "views": 0,
      "votes": -1,
      "reused": true
    },
    {
      "id": 663817,
      "title": "What is the main difference between scores 0.66 and 0.77+?",
      "comment_count": 22,
      "views": 0,
      "votes": 22,
      "reused": true
    },
    {
      "id": 666110,
      "title": "Multi-targets training",
      "comment_count": 1,
      "views": 0,
      "votes": null,
      "reused": true
    },
    {
      "id": 666770,
      "title": "Getting errors at submission ",
      "comment_count": 6,
      "views": 0,
      "votes": null,
      "reused": true
    },
    {
      "id": 666877,
      "title": "seek for help:Submit error--incorrect format",
      "comment_count": 9,
      "views": 0,
      "votes": null,
      "reused": true
    },
    {
      "id": 666809,
      "title": "Is this competition good starting point someone from beginner in computer vision",
      "comment_count": 8,
      "views": 0,
      "votes": null,
      "reused": true
    },
    {
      "id": 615003,
      "title": "State and Species",
      "comment_count": 13,
      "views": 0,
      "votes": 21,
      "reused": true
    },
    {
      "id": 666531,
      "title": "What are the total hours available during the competition? ",
      "comment_count": 3,
      "views": 0,
      "votes": null,
      "reused": true
    },
    {
      "id": 614726,
      "title": "img_left and img_right?",
      "comment_count": 7,
      "views": 0,
      "votes": 1,
      "reused": true
    },
    {
      "id": 665538,
      "title": "Interesting Post-Processing Findings",
      "comment_count": 21,
      "views": 0,
      "votes": 21,
      "reused": true
    },
    {
      "id": 663099,
      "title": "Upcoming Release of Supplementary Semantic Segmentation Annotation",
      "comment_count": 11,
      "views": 0,
      "votes": -15,
      "reused": true
    },
    {
      "id": 666181,
      "title": "Submission error ",
      "comment_count": 4,
      "views": 0,
      "votes": null,
      "reused": true
    },
    {
      "id": 665647,
      "title": "Unstable Training Dynamics",
      "comment_count": 3,
      "views": 0,
      "votes": 2,
      "reused": true
    },
    {
      "id": 666129,
      "title": "Shouldn't the biomass of clover be 0 for this example test chart?",
      "comment_count": 1,
      "views": 0,
      "votes": null,
      "reused": true
    },
    {
      "id": 666115,
      "title": "Is it acceptable to use DINO v3.",
      "comment_count": 1,
      "views": 0,
      "votes": null,
      "reused": true
    },
    {
      "id": 666045,
      "title": "is it ok to use DINOv2 model continually pretrained on another public biomass dataset?",
      "comment_count": 0,
      "views": 0,
      "votes": 3
    },
    {
      "id": 614375,
      "title": "Limitations of Test Data for Tabular Features",
      "comment_count": 2,
      "views": 0,
      "votes": -7,
      "reused": true
    },
    {
      "id": 614042,
      "title": "CV and LB and folds that work [Single Model]",
      "comment_count": 32,
      "views": 0,
      "votes": 17,
      "reused": true
    },
    {
      "id": 665930,
      "title": "Can sampling date be provided for Test set as well? It doesn't require extra skill or equipment",
      "comment_count": 1,
      "views": 0,
      "votes": -6,
      "reused": true
    },
    {
      "id": 665818,
      "title": "Note book throwing error ",
      "comment_count": 1,
      "views": 0,
      "votes": null,
      "reused": true
    },
    {
      "id": 665381,
      "title": "SAMPLE_SUBMISSION.CSV - Submission Fails",
      "comment_count": 5,
      "views": 0,
      "votes": 6,
      "reused": true
    },
    {
      "id": 664311,
      "title": "How did dinov3 go for you?",
      "comment_count": 16,
      "views": 0,
      "votes": 6,
      "reused": true
    },
    {
      "id": 614431,
      "title": "Test image",
      "comment_count": 4,
      "views": 0,
      "votes": 3,
      "reused": true
    },
    {
      "id": 617680,
      "title": "[SOLVED] Why scoring stuck for ~8 hours?",
      "comment_count": 17,
      "views": 0,
      "votes": 2,
      "reused": true
    },
    {
      "id": 614071,
      "title": "Is there a problem with scoring",
      "comment_count": 5,
      "views": 0,
      "votes": 1,
      "reused": true
    },
    {
      "id": 665321,
      "title": "Submission of prediction through local machine.",
      "comment_count": 3,
      "views": 0,
      "votes": null,
      "reused": true
    },
    {
      "id": 665207,
      "title": "can we get scoring method code , that would be helpful",
      "comment_count": 2,
      "views": 0,
      "votes": null,
      "reused": true
    },
    {
      "id": 665220,
      "title": "Shared my code - but I need help - substituted the test file with train to see what happens",
      "comment_count": 9,
      "views": 0,
      "votes": null,
      "reused": true
    },
    {
      "id": 665000,
      "title": "can't read dinov3 with timm",
      "comment_count": 11,
      "views": 0,
      "votes": 2,
      "reused": true
    },
    {
      "id": 665089,
      "title": "Beginner here — Need guidance on how to start this competition properly",
      "comment_count": 2,
      "views": 0,
      "votes": 1,
      "reused": true
    },
    {
      "id": 665022,
      "title": "Handling the pivot table with 7140 missing values – is filling with 0.0 reasonable or should we try interpolation?",
      "comment_count": 12,
      "views": 0,
      "votes": 3,
      "reused": true
    },
    {
      "id": 664970,
      "title": "about training strategy",
      "comment_count": 3,
      "views": 0,
      "votes": 3,
      "reused": true
    },
    {
      "id": 664937,
      "title": "Stuck with successful submission but then a scoring failure - throws an exception",
      "comment_count": 3,
      "views": 0,
      "votes": 1,
      "reused": true
    },
    {
      "id": 617603,
      "title": "Is GPL3 considered a valid free license for Kaggle winners?",
      "comment_count": 17,
      "views": 0,
      "votes": 14,
      "reused": true
    },
    {
      "id": 664949,
      "title": "Exploring Super Pixel based Region Tokens for Biomass Prediction",
      "comment_count": 0,
      "views": 0,
      "votes": 3
    },
    {
      "id": 664648,
      "title": "When using EfficientNet, the LB can reach 0.6, but when using 'vit_large_patch14_dinov2.lvd142m', it drops to 0.58, which is very strange.",
      "comment_count": 9,
      "views": 0,
      "votes": 3,
      "reused": true
    },
    {
      "id": 664342,
      "title": "Clarification: Is self-supervised pretraining on the test images allowed?",
      "comment_count": 6,
      "views": 0,
      "votes": 12,
      "reused": true
    },
    {
      "id": 614756,
      "title": "Meta data use in test set",
      "comment_count": 2,
      "views": 0,
      "votes": 3,
      "reused": true
    },
    {
      "id": 664765,
      "title": "Is it overfitting?",
      "comment_count": 2,
      "views": 0,
      "votes": 1,
      "reused": true
    },
    {
      "id": 664001,
      "title": "Score Submission Error - submission file with incorrect format",
      "comment_count": 9,
      "views": 0,
      "votes": 1,
      "reused": true
    },
    {
      "id": 651525,
      "title": "Discussion — Seeking Advice on Multi-View Inputs, Data Strategies, Loss Design & Model Complexity",
      "comment_count": 19,
      "views": 0,
      "votes": 62,
      "reused": true
    },
    {
      "id": 650736,
      "title": "Analysis: Height_Ave_cm and Dead Biomass Prediction - Testing the Host's Hypothesis",
      "comment_count": 11,
      "views": 0,
      "votes": 86,
      "reused": true
    },
    {
      "id": 664427,
      "title": "Validation R^2 vs Actual Kaggle Score Difference",
      "comment_count": 3,
      "views": 0,
      "votes": 6,
      "reused": true
    },
    {
      "id": 664267,
      "title": "My format is incorrect",
      "comment_count": 6,
      "views": 0,
      "votes": null,
      "reused": true
    },
    {
      "id": 614107,
      "title": "Target Problem",
      "comment_count": 4,
      "views": 0,
      "votes": 5,
      "reused": true
    },
    {
      "id": 664215,
      "title": "Which Weighted R² should be used for validation / LB matching?",
      "comment_count": 1,
      "views": 0,
      "votes": -1,
      "reused": true
    },
    {
      "id": 662526,
      "title": "Leaderboard scores - increase digits?",
      "comment_count": 11,
      "views": 0,
      "votes": 8,
      "reused": true
    },
    {
      "id": 664008,
      "title": "** R^2 Calculation Methods in Open Source Solutions**",
      "comment_count": 0,
      "views": 0,
      "votes": 3
    },
    {
      "id": 663876,
      "title": "Does anyone use models from the Efficnet series? What is the highest score achieved?",
      "comment_count": 2,
      "views": 0,
      "votes": null,
      "reused": true
    },
    {
      "id": 655545,
      "title": "I am stuck on 0.61 score",
      "comment_count": 8,
      "views": 0,
      "votes": null,
      "reused": true
    },
    {
      "id": 663399,
      "title": "Scaling Biomass Estimates from Small Plots to a Full Hectare",
      "comment_count": 2,
      "views": 0,
      "votes": 5,
      "reused": true
    },
    {
      "id": 663483,
      "title": "Are there any good external datasets available for use?",
      "comment_count": 2,
      "views": 0,
      "votes": 2,
      "reused": true
    },
    {
      "id": 654028,
      "title": "Creating a Dataset of Sub Image Labels",
      "comment_count": 7,
      "views": 0,
      "votes": 12,
      "reused": true
    },
    {
      "id": 663074,
      "title": "DeepSeek-V3.2",
      "comment_count": 2,
      "views": 0,
      "votes": -2,
      "reused": true
    },
    {
      "id": 663257,
      "title": "Colab Pro extra GPU hours GONE? ",
      "comment_count": 1,
      "views": 0,
      "votes": 5,
      "reused": true
    },
    {
      "id": 655910,
      "title": "Notebook threw Exception",
      "comment_count": 4,
      "views": 0,
      "votes": null,
      "reused": true
    },
    {
      "id": 662871,
      "title": "Help needed: Regarding the paper appearing in the image, is the biomass in the area covered by the paper assumed to be zero by default?",
      "comment_count": 1,
      "views": 0,
      "votes": null,
      "reused": true
    },
    {
      "id": 657315,
      "title": "Mysterious Red Dot Pattern in Image ID1963715583: Model Accuracy Concern?",
      "comment_count": 5,
      "views": 0,
      "votes": 2,
      "reused": true
    },
    {
      "id": 658633,
      "title": "Submission error: Notebook Threw Exception",
      "comment_count": 6,
      "views": 0,
      "votes": null,
      "reused": true
    },
    {
      "id": 662860,
      "title": "Competition scoring metric",
      "comment_count": 0,
      "views": 0,
      "votes": 3
    },
    {
      "id": 662651,
      "title": "K-fold or single CV?",
      "comment_count": 3,
      "views": 0,
      "votes": null,
      "reused": true
    },
    {
      "id": 631335,
      "title": "Spot checking training data",
      "comment_count": 21,
      "views": 0,
      "votes": 50,
      "reused": true
    },
    {
      "id": 660420,
      "title": "Missing something obvious?",
      "comment_count": 4,
      "views": 0,
      "votes": 3,
      "reused": true
    },
    {
      "id": 657378,
      "title": "Attribute Error",
      "comment_count": 4,
      "views": 0,
      "votes": null,
      "reused": true
    },
    {
      "id": 658630,
      "title": "submitted error",
      "comment_count": 4,
      "views": 0,
      "votes": -2,
      "reused": true
    },
    {
      "id": 657449,
      "title": "Submission Shape?",
      "comment_count": 2,
      "views": 0,
      "votes": null,
      "reused": true
    },
    {
      "id": 653480,
      "title": "Persona problem",
      "comment_count": 6,
      "views": 0,
      "votes": null,
      "reused": true
    },
    {
      "id": 656412,
      "title": "What are additional datasets you are using, in addition to the one provided?",
      "comment_count": 4,
      "views": 0,
      "votes": 1,
      "reused": true
    },
    {
      "id": 638244,
      "title": "Notebook Threw Exception Your notebook hit an unhandled error while rerunning your code. Note that the hidden dataset can be larger/smaller/different than the public dataset See more debugging tips",
      "comment_count": 2,
      "views": 0,
      "votes": 2,
      "reused": true
    },
    {
      "id": 619547,
      "title": "CUDA Error message when submitting notebook",
      "comment_count": 4,
      "views": 0,
      "votes": null,
      "reused": true
    },
    {
      "id": 648906,
      "title": "How do you effectively utilize metadata (NDVI, height)?",
      "comment_count": 4,
      "views": 0,
      "votes": 2,
      "reused": true
    },
    {
      "id": 651498,
      "title": "How do you use Cross Validation with NN?",
      "comment_count": 0,
      "views": 0,
      "votes": 2
    },
    {
      "id": 650706,
      "title": "What is your best score with one single model",
      "comment_count": 1,
      "views": 0,
      "votes": 1,
      "reused": true
    },
    {
      "id": 644876,
      "title": "Seems like wrong data for clover",
      "comment_count": 7,
      "views": 0,
      "votes": null,
      "reused": true
    },
    {
      "id": 642946,
      "title": "grass outside the image borders",
      "comment_count": 3,
      "views": 0,
      "votes": null,
      "reused": true
    },
    {
      "id": 646337,
      "title": "Low RMSE is not reflective of LB score",
      "comment_count": 3,
      "views": 0,
      "votes": null,
      "reused": true
    },
    {
      "id": 639074,
      "title": "Quite similar results on very different images",
      "comment_count": 3,
      "views": 0,
      "votes": 10,
      "reused": true
    },
    {
      "id": 643940,
      "title": "Is DINOv2 currently the best choice for image feature extraction in this competition?",
      "comment_count": 2,
      "views": 0,
      "votes": 1,
      "reused": true
    },
    {
      "id": 643082,
      "title": "What is target?",
      "comment_count": 1,
      "views": 0,
      "votes": null,
      "reused": true
    },
    {
      "id": 639952,
      "title": "R2 scores vary significantly across different folds and seeds",
      "comment_count": 9,
      "views": 0,
      "votes": 14,
      "reused": true
    },
    {
      "id": 641829,
      "title": "Persistent Submission Scoring Error in CSIRO Image2Biomass – Potential Backend Issue",
      "comment_count": 2,
      "views": 0,
      "votes": -1,
      "reused": true
    },
    {
      "id": 638570,
      "title": "Spot checking training data (continue)",
      "comment_count": 7,
      "views": 0,
      "votes": 26,
      "reused": true
    },
    {
      "id": 640635,
      "title": "submission csv not found",
      "comment_count": 2,
      "views": 0,
      "votes": null,
      "reused": true
    },
    {
      "id": 615516,
      "title": "How to tackle Dry Dead g target?",
      "comment_count": 6,
      "views": 0,
      "votes": 14,
      "reused": true
    },
    {
      "id": 642450,
      "title": "Aspect ratio between physical quadrants and digital images.",
      "comment_count": 0,
      "views": 0,
      "votes": 16
    },
    {
      "id": 614906,
      "title": "How can we use huggingface model to download?I found that we can not use huggingface link to download model for the kaggle notebook?",
      "comment_count": 3,
      "views": 0,
      "votes": 1,
      "reused": true
    },
    {
      "id": 642021,
      "title": "Submiting Predictions",
      "comment_count": 1,
      "views": 0,
      "votes": null,
      "reused": true
    },
    {
      "id": 640451,
      "title": "Good CV (0.69) but leaderboard drops to –1000+ — need help",
      "comment_count": 4,
      "views": 0,
      "votes": -1,
      "reused": true
    },
    {
      "id": 639912,
      "title": "Regarding Sharing Notebooks with unmerged teams",
      "comment_count": 3,
      "views": 0,
      "votes": null,
      "reused": true
    },
    {
      "id": 639169,
      "title": "Notebook ran successfully but scoring is running continuously for past 5 hours ",
      "comment_count": 2,
      "views": 0,
      "votes": null,
      "reused": true
    },
    {
      "id": 638239,
      "title": "Submission kept running forever",
      "comment_count": 1,
      "views": 0,
      "votes": null,
      "reused": true
    },
    {
      "id": 638174,
      "title": "Suggestion regarding R2 score",
      "comment_count": 0,
      "views": 0,
      "votes": 0
    },
    {
      "id": 614639,
      "title": "My Submissions keep failing",
      "comment_count": 8,
      "views": 0,
      "votes": 1,
      "reused": true
    },
    {
      "id": 637319,
      "title": "submission error",
      "comment_count": 1,
      "views": 0,
      "votes": null,
      "reused": true
    },
    {
      "id": 637204,
      "title": "Can i use online model in Local and submit only submission.csv file ?",
      "comment_count": 2,
      "views": 0,
      "votes": null,
      "reused": true
    },
    {
      "id": 634176,
      "title": "Clarification on external pretrained models, public weights & 9h runtime rule",
      "comment_count": 4,
      "views": 0,
      "votes": 2,
      "reused": true
    },
    {
      "id": 636513,
      "title": "Missing dataset?",
      "comment_count": 1,
      "views": 0,
      "votes": null,
      "reused": true
    },
    {
      "id": 636105,
      "title": "Competition metric",
      "comment_count": 0,
      "views": 0,
      "votes": 1
    },
    {
      "id": 633804,
      "title": "New to Kaggle ! ",
      "comment_count": 8,
      "views": 0,
      "votes": 1,
      "reused": true
    },
    {
      "id": 629859,
      "title": "Submission and Leaderboard",
      "comment_count": 5,
      "views": 0,
      "votes": null,
      "reused": true
    },
    {
      "id": 634562,
      "title": "Submission problem",
      "comment_count": 1,
      "views": 0,
      "votes": 1,
      "reused": true
    },
    {
      "id": 634598,
      "title": "GEE platform ",
      "comment_count": 0,
      "views": 0,
      "votes": 0
    },
    {
      "id": 618809,
      "title": "About hidden test data",
      "comment_count": 14,
      "views": 0,
      "votes": 8,
      "reused": true
    },
    {
      "id": 633377,
      "title": "Weighted R-squared metric clarification",
      "comment_count": 3,
      "views": 0,
      "votes": 1,
      "reused": true
    },
    {
      "id": 617547,
      "title": "Getting error while Submiting ",
      "comment_count": 11,
      "views": 0,
      "votes": 1,
      "reused": true
    },
    {
      "id": 629850,
      "title": "400 Client Error using Kaggle API",
      "comment_count": 2,
      "views": 0,
      "votes": null,
      "reused": true
    },
    {
      "id": 628987,
      "title": "Submission Error",
      "comment_count": 2,
      "views": 0,
      "votes": null,
      "reused": true
    },
    {
      "id": 626004,
      "title": "Notebook Submission Issue",
      "comment_count": 5,
      "views": 0,
      "votes": null,
      "reused": true
    },
    {
      "id": 627302,
      "title": "The test csv file does not have a metadata why?",
      "comment_count": 2,
      "views": 0,
      "votes": null,
      "reused": true
    },
    {
      "id": 619296,
      "title": "SUBMISSION",
      "comment_count": 4,
      "views": 0,
      "votes": null,
      "reused": true
    },
    {
      "id": 627287,
      "title": "Validation R2 score",
      "comment_count": 1,
      "views": 0,
      "votes": null,
      "reused": true
    },
    {
      "id": 625535,
      "title": "Failed submissions : Notebook Threw Exception",
      "comment_count": 3,
      "views": 0,
      "votes": 4,
      "reused": true
    },
    {
      "id": 621844,
      "title": "What does “minus” even mean??",
      "comment_count": 2,
      "views": 0,
      "votes": null,
      "reused": true
    },
    {
      "id": 614121,
      "title": "importance of metadata e.g. `target_name` for `target` value",
      "comment_count": 5,
      "views": 0,
      "votes": 18,
      "reused": true
    },
    {
      "id": 614620,
      "title": "Can we use DinoV3 models ?",
      "comment_count": 3,
      "views": 0,
      "votes": 1,
      "reused": true
    },
    {
      "id": 619596,
      "title": "a bit stuck - submission failed",
      "comment_count": 1,
      "views": 0,
      "votes": null,
      "reused": true
    },
    {
      "id": 619477,
      "title": "Does Metadata Really Matter?",
      "comment_count": 1,
      "views": 0,
      "votes": 17,
      "reused": true
    },
    {
      "id": 619184,
      "title": "Suggested Datasets",
      "comment_count": 0,
      "views": 0,
      "votes": 1
    },
    {
      "id": 619115,
      "title": "Scoring time and Notebook run issues",
      "comment_count": 0,
      "views": 0,
      "votes": 1
    },
    {
      "id": 615264,
      "title": "Scoring Submission Error",
      "comment_count": 4,
      "views": 0,
      "votes": 1,
      "reused": true
    },
    {
      "id": 617814,
      "title": "About 5 fold",
      "comment_count": 4,
      "views": 0,
      "votes": 2,
      "reused": true
    },
    {
      "id": 617569,
      "title": "Submissions",
      "comment_count": 6,
      "views": 0,
      "votes": 1,
      "reused": true
    },
    {
      "id": 615294,
      "title": "HELP:LB is -2?",
      "comment_count": 4,
      "views": 0,
      "votes": null,
      "reused": true
    },
    {
      "id": 615302,
      "title": "Workshop - Thursday November 27 - come along! ",
      "comment_count": 1,
      "views": 0,
      "votes": 7,
      "reused": true
    },
    {
      "id": 615487,
      "title": "New to Kaggle & Just Admitted to Study Data Science — Looking to Learn and Collaborate!",
      "comment_count": 3,
      "views": 0,
      "votes": 2,
      "reused": true
    },
    {
      "id": 615074,
      "title": "Submission fails after generating the submission.csv. What am I missing?",
      "comment_count": 8,
      "views": 0,
      "votes": 1,
      "reused": true
    },
    {
      "id": 615349,
      "title": "[Share Info] ID670276799 contains date on its image",
      "comment_count": 1,
      "views": 0,
      "votes": 9,
      "reused": true
    },
    {
      "id": 614083,
      "title": "Are There Any New Species in the Test Dataset?",
      "comment_count": 5,
      "views": 0,
      "votes": 6,
      "reused": true
    },
    {
      "id": 615030,
      "title": "What do you think th final score could be? Share your thoughts!",
      "comment_count": 9,
      "views": 0,
      "votes": 2,
      "reused": true
    },
    {
      "id": 615270,
      "title": "Where can we view the log info for the \"real\" submission",
      "comment_count": 1,
      "views": 0,
      "votes": 1,
      "reused": true
    },
    {
      "id": 614610,
      "title": "Do we need spatial calibration? ",
      "comment_count": 1,
      "views": 0,
      "votes": 4,
      "reused": true
    },
    {
      "id": 614929,
      "title": "some problems want to be adviced",
      "comment_count": 6,
      "views": 0,
      "votes": null,
      "reused": true
    },
    {
      "id": 615153,
      "title": "Test set size vs actual download",
      "comment_count": 1,
      "views": 0,
      "votes": null,
      "reused": true
    },
    {
      "id": 613897,
      "title": "Target Name Modeling",
      "comment_count": 13,
      "views": 0,
      "votes": 2,
      "reused": true
    },
    {
      "id": 614630,
      "title": "Unknown error",
      "comment_count": 8,
      "views": 0,
      "votes": 1,
      "reused": true
    },
    {
      "id": 614932,
      "title": "Has anyone tried applying a log transformation? ",
      "comment_count": 4,
      "views": 0,
      "votes": null,
      "reused": true
    },
    {
      "id": 614917,
      "title": "A papre from CSIRO about this competition: \"Estimating Pasture Biomass from Top-View Images: A Dataset for Precision Agriculture\"",
      "comment_count": 1,
      "views": 0,
      "votes": null,
      "reused": true
    },
    {
      "id": 614912,
      "title": "PCA trick to address target linear dependency",
      "comment_count": 0,
      "views": 0,
      "votes": 33
    },
    {
      "id": 614745,
      "title": "Important Info from a fellow Homo Sapien ",
      "comment_count": 0,
      "views": 0,
      "votes": 3
    },
    {
      "id": 613989,
      "title": "Are all images in the dataset have size 2000x1000 ?",
      "comment_count": 5,
      "views": 0,
      "votes": 7,
      "reused": true
    },
    {
      "id": 614670,
      "title": "test.csv doesn't contain tabular features?",
      "comment_count": 2,
      "views": 0,
      "votes": null,
      "reused": true
    },
    {
      "id": 614577,
      "title": "Can I use the TPU accelerator for the submissions to this competition.",
      "comment_count": 3,
      "views": 0,
      "votes": null,
      "reused": true
    },
    {
      "id": 614102,
      "title": "Is a metric script provided? ",
      "comment_count": 5,
      "views": 0,
      "votes": 2,
      "reused": true
    },
    {
      "id": 613941,
      "title": "Publication on how data was generated",
      "comment_count": 6,
      "views": 0,
      "votes": 36,
      "reused": true
    },
    {
      "id": 614237,
      "title": "Possible bug in the evaluation metric? (Resolved)",
      "comment_count": 10,
      "views": 0,
      "votes": 30,
      "reused": true
    },
    {
      "id": 614240,
      "title": "Submission",
      "comment_count": 1,
      "views": 0,
      "votes": null,
      "reused": true
    },
    {
      "id": 614190,
      "title": "Metric ambiguity",
      "comment_count": 3,
      "views": 0,
      "votes": 7,
      "reused": true
    },
    {
      "id": 614186,
      "title": "Are offline pretrained models allowed in this competition?",
      "comment_count": 1,
      "views": 0,
      "votes": 2,
      "reused": true
    },
    {
      "id": 613969,
      "title": "Exploring CSIRO Image2Biomass Prediction – Seeking Insights and Collaboration",
      "comment_count": 0,
      "views": 0,
      "votes": 4
    },
    {
      "id": 613957,
      "title": "Dry Dead vs Dry Green ",
      "comment_count": 1,
      "views": 0,
      "votes": 6,
      "reused": true
    },
    {
      "id": 613956,
      "title": "Why are there so few bonus recipients?",
      "comment_count": 0,
      "views": 0,
      "votes": 1
    },
    {
      "id": 613828,
      "title": "Are these Biomass densities or the absolute amount of Biomass visible in the given image?",
      "comment_count": 3,
      "views": 0,
      "votes": 2,
      "reused": true
    },
    {
      "id": 613705,
      "title": "Total size/images in Test.csv?",
      "comment_count": 5,
      "views": 0,
      "votes": 4,
      "reused": true
    },
    {
      "id": 613745,
      "title": "Do we have any information about the limits of detection",
      "comment_count": 5,
      "views": 0,
      "votes": 13,
      "reused": true
    },
    {
      "id": 613691,
      "title": "Train file: \"Directory containing training images (JPEG)\"? Isn't jpg files? ",
      "comment_count": 2,
      "views": 0,
      "votes": 12,
      "reused": true
    },
    {
      "id": 613724,
      "title": "Is there data drift between the training data and the test data?",
      "comment_count": 4,
      "views": 0,
      "votes": 26,
      "reused": true
    },
    {
      "id": 613719,
      "title": "Why Are There Negative Scores on the Leaderboard?",
      "comment_count": 2,
      "views": 0,
      "votes": 2,
      "reused": true
    }
  ],
  "errors": []
}