{"url":"/dataset/brain-tumor-mri-dataset","name":"Brain Tumor MRI Dataset","full_name":null,"description_markdown":"This dataset is a combination of the following three datasets :\r\nfigshare,\r\nSARTAJ dataset and\r\nBr35H\r\n\r\nThis dataset contains 7022 images of human brain MRI images which are classified into 4 classes: glioma - meningioma - no tumor and pituitary.","description_withheld":null,"homepage":"https://www.kaggle.com/datasets/masoudnickparvar/brain-tumor-mri-dataset","introduced_date":null,"introduced_date_note":null,"introduced_by":null,"license":null,"modalities":[],"tasks":[{"name":"Classification","url":"/task/classification-1","datasets_with_task":"/datasets/task/classification-1"},{"name":"Medical Image Enhancement","url":"/task/medical-image-enhancement","datasets_with_task":"/datasets/task/medical-image-enhancement"},{"name":"Brain Tumor Classification","url":"/task/brain-tumor-classification","datasets_with_task":"/datasets/task/brain-tumor-classification"}],"languages":[],"variants":["Brain Tumor MRI Dataset"],"data_loaders":[{"repo":"https://github.com/yaoyaozhu19/bsda","url":"https://github.com/yaoyaozhu19/bsda","frameworks":["tf","pytorch"]}],"num_papers_in_archive":7,"source":{"archive":"pwc-archive (Hugging Face), CC BY-SA 4.0","snapshot":"2025-07-28"},"benchmarks":[{"leaderboard":"/sota/brain-tumor-classification-on-brain-tumor-mri","task":"Brain Tumor Classification","dataset_variant":"Brain Tumor MRI Dataset","rows":1,"metrics":["1:1 Accuracy"],"first_row_in_archive_order":{"model":"Extra-tree","paper":"/paper/enhanced-mri-brain-tumor-detection-and","metrics":{"1:1 Accuracy":"97.28"},"code_links":[{"title":"gaetanosettembre/BrainTumor_clf_TDA","url":"https://github.com/gaetanosettembre/BrainTumor_clf_TDA"}]},"note":"rows are the archive's own order at snapshot; nothing here re-ranks them"},{"leaderboard":"/sota/classification-on-brain-tumor-mri-dataset","task":"Classification","dataset_variant":"Brain Tumor MRI Dataset","rows":1,"metrics":["F1 score"],"first_row_in_archive_order":{"model":"DINO","paper":"/paper/cass-cross-architectural-self-supervision-for","metrics":{"F1 score":"0.9909"},"code_links":[{"title":"pranavsinghps1/CASS","url":"https://github.com/pranavsinghps1/CASS"}]},"note":"rows are the archive's own order at snapshot; nothing here re-ranks them"},{"leaderboard":"/sota/medical-image-enhancement-on-brain-tumor-mri","task":"Medical Image Enhancement","dataset_variant":"Brain Tumor MRI Dataset","rows":1,"metrics":["Average PSNR"],"first_row_in_archive_order":{"model":"DPE","paper":"/paper/deep-perceptual-enhancement-for-medical-image","metrics":{"Average PSNR":"30.69"},"code_links":[{"title":"sharif-apu/DPE_JBHI","url":"https://github.com/sharif-apu/DPE_JBHI"}]},"note":"rows are the archive's own order at snapshot; nothing here re-ranks them"}],"papers_with_a_benchmark_row":[{"paper":"/paper/enhanced-mri-brain-tumor-detection-and","title":"Enhanced MRI brain tumor detection and classification via topological data analysis and low-rank tensor decomposition","date":"2024-10-03","rows_on_this_dataset":1,"code_links":1,"syntology":null},{"paper":"/paper/deep-perceptual-enhancement-for-medical-image","title":"Deep Perceptual Enhancement for Medical Image Analysis","date":"2022-10-01","rows_on_this_dataset":1,"code_links":1,"syntology":null},{"paper":"/paper/cass-cross-architectural-self-supervision-for","title":"CASS: Cross Architectural Self-Supervision for Medical Image Analysis","date":"2022-06-08","rows_on_this_dataset":1,"code_links":1,"syntology":null}],"syntology_totals":{"read_at":"2026-09-24T18:15:14+00:00","papers_with_samples":0,"samples_harvested":0,"samples_ran":0,"samples_unverified":0,"pointer_only_for_licence":0,"papers_with_no_sample_that_ran":0,"note":"the per-paper counts above, summed; not a rate"},"papers_note":"The archive never published its papers-using-dataset list; these are papers with a leaderboard row on this dataset's benchmarks."}