{"about":{"site":"https://codewithpapers.app","non_affiliation":"Code with Papers and Syntology are not affiliated with, endorsed by, or sponsored by Papers with Code, Meta, or the pwc-archive mirror.","licence":"CC BY-SA 4.0","licence_url":"https://creativecommons.org/licenses/by-sa/4.0/legalcode","attribution":"https://codewithpapers.app/attribution","modified":"archive material modified by Syntology; see the attribution page"},"url":"/paper/chexnet-radiologist-level-pneumonia-detection","title":"CheXNet: Radiologist-Level Pneumonia Detection on Chest X-Rays with Deep Learning","arxiv_id":"1711.05225","date":"2017-11-14","proceeding":null,"authors":["Pranav Rajpurkar","Jeremy Irvin","Kaylie Zhu","Brandon Yang","Hershel Mehta","Tony Duan","Daisy Ding","Aarti Bagul","Curtis Langlotz","Katie Shpanskaya","Matthew P. Lungren","Andrew Y. Ng"],"abstract":"We develop an algorithm that can detect pneumonia from chest X-rays at a\nlevel exceeding practicing radiologists. Our algorithm, CheXNet, is a 121-layer\nconvolutional neural network trained on ChestX-ray14, currently the largest\npublicly available chest X-ray dataset, containing over 100,000 frontal-view\nX-ray images with 14 diseases. Four practicing academic radiologists annotate a\ntest set, on which we compare the performance of CheXNet to that of\nradiologists. We find that CheXNet exceeds average radiologist performance on\nthe F1 metric. We extend CheXNet to detect all 14 diseases in ChestX-ray14 and\nachieve state of the art results on all 14 diseases.","url_abs":"http://arxiv.org/abs/1711.05225v3","url_pdf":"http://arxiv.org/pdf/1711.05225v3.pdf","source":{"archive":"pwc-archive (Hugging Face), CC BY-SA 4.0","snapshot":"2025-07-28","licence_url":"https://creativecommons.org/licenses/by-sa/4.0/legalcode","row_kind":"abstracts"},"code_links":[{"paper_slug":"chexnet-radiologist-level-pneumonia-detection","repo_url":"https://github.com/AbdulrahmanCE/-pneumonia-detection-","is_official":0,"mentioned_in_paper":0,"mentioned_in_github":1,"framework":"none","reach":{"status":"ok","spdx":"MIT"}},{"paper_slug":"chexnet-radiologist-level-pneumonia-detection","repo_url":"https://github.com/Azure/AzureChestXRay","is_official":0,"mentioned_in_paper":0,"mentioned_in_github":1,"framework":"pytorch","reach":{"status":"ok","spdx":"MIT"}},{"paper_slug":"chexnet-radiologist-level-pneumonia-detection","repo_url":"https://github.com/DineshAnalyticsandAI/Pneumonia-Detection-Chest-X-Rays","is_official":0,"mentioned_in_paper":0,"mentioned_in_github":1,"framework":"none","reach":{"status":"ok"}},{"paper_slug":"chexnet-radiologist-level-pneumonia-detection","repo_url":"https://github.com/ElliotY-ML/Pneumonia_Detection_ChestX","is_official":0,"mentioned_in_paper":0,"mentioned_in_github":1,"framework":"none","reach":{"status":"ok","spdx":"NOASSERTION"}},{"paper_slug":"chexnet-radiologist-level-pneumonia-detection","repo_url":"https://github.com/MRD-Git/Medical-Applications","is_official":0,"mentioned_in_paper":0,"mentioned_in_github":1,"framework":"none","reach":{"status":"ok","spdx":"MIT"}},{"paper_slug":"chexnet-radiologist-level-pneumonia-detection","repo_url":"https://github.com/MicroprocessorX069/Pneumonia-detection-Dense-Conv-Net","is_official":0,"mentioned_in_paper":0,"mentioned_in_github":1,"framework":"pytorch","reach":{"status":"ok"}},{"paper_slug":"chexnet-radiologist-level-pneumonia-detection","repo_url":"https://github.com/Mnpr/OC-DeepLearning","is_official":0,"mentioned_in_paper":0,"mentioned_in_github":1,"framework":"none","reach":{"status":"ok","spdx":"MIT"}},{"paper_slug":"chexnet-radiologist-level-pneumonia-detection","repo_url":"https://github.com/Mnpr/Thoractic-Diseases-Detection","is_official":0,"mentioned_in_paper":0,"mentioned_in_github":1,"framework":"none","reach":{"status":"ok","spdx":"MIT"}},{"paper_slug":"chexnet-radiologist-level-pneumonia-detection","repo_url":"https://github.com/Mnpr/Thoractic_Disease_Detection","is_official":0,"mentioned_in_paper":0,"mentioned_in_github":1,"framework":"none","reach":{"status":"ok","spdx":"MIT"}},{"paper_slug":"chexnet-radiologist-level-pneumonia-detection","repo_url":"https://github.com/Raghuvar/pneumonia_detection_using_X-rays","is_official":0,"mentioned_in_paper":0,"mentioned_in_github":1,"framework":"none","reach":{"status":"ok"}},{"paper_slug":"chexnet-radiologist-level-pneumonia-detection","repo_url":"https://github.com/Raisony/machine-learning-project","is_official":0,"mentioned_in_paper":0,"mentioned_in_github":1,"framework":"none","reach":{"status":"ok"}},{"paper_slug":"chexnet-radiologist-level-pneumonia-detection","repo_url":"https://github.com/SGNovice/Disease-detection-using-chest-xrays","is_official":0,"mentioned_in_paper":0,"mentioned_in_github":1,"framework":"pytorch","reach":{"status":"ok","spdx":"MIT"}},{"paper_slug":"chexnet-radiologist-level-pneumonia-detection","repo_url":"https://github.com/SenWu/emmental-tutorials","is_official":0,"mentioned_in_paper":0,"mentioned_in_github":1,"framework":"pytorch","reach":{"status":"ok","spdx":"MIT"}},{"paper_slug":"chexnet-radiologist-level-pneumonia-detection","repo_url":"https://github.com/Songloading/Image-Classfication-Tasks","is_official":0,"mentioned_in_paper":0,"mentioned_in_github":1,"framework":"pytorch","reach":{"status":"ok"}},{"paper_slug":"chexnet-radiologist-level-pneumonia-detection","repo_url":"https://github.com/TheInfamousWayne/CheXNet","is_official":0,"mentioned_in_paper":0,"mentioned_in_github":1,"framework":"pytorch","reach":{"status":"ok","spdx":"GPL-3.0"}},{"paper_slug":"chexnet-radiologist-level-pneumonia-detection","repo_url":"https://github.com/VinGPan/paper_implementations","is_official":0,"mentioned_in_paper":0,"mentioned_in_github":1,"framework":"tf","reach":{"status":"ok","spdx":"MIT"}},{"paper_slug":"chexnet-radiologist-level-pneumonia-detection","repo_url":"https://github.com/anantvir/Detecting_Localizing_Pneumonia_from_Chest_X-Ray_Scans","is_official":0,"mentioned_in_paper":0,"mentioned_in_github":1,"framework":"none","reach":{"status":"ok"}},{"paper_slug":"chexnet-radiologist-level-pneumonia-detection","repo_url":"https://github.com/anshuak100/NIH-Chest-X-ray-Dataset","is_official":0,"mentioned_in_paper":0,"mentioned_in_github":1,"framework":"none","reach":{"status":"ok"}},{"paper_slug":"chexnet-radiologist-level-pneumonia-detection","repo_url":"https://github.com/arnoweng/CheXNet","is_official":0,"mentioned_in_paper":0,"mentioned_in_github":1,"framework":"pytorch","reach":null},{"paper_slug":"chexnet-radiologist-level-pneumonia-detection","repo_url":"https://github.com/b5510546671/Chest-Xrays-Leaning","is_official":0,"mentioned_in_paper":0,"mentioned_in_github":1,"framework":"tf","reach":{"status":"ok","spdx":"MIT"}},{"paper_slug":"chexnet-radiologist-level-pneumonia-detection","repo_url":"https://github.com/brucechou1983/CheXNet-Keras","is_official":0,"mentioned_in_paper":0,"mentioned_in_github":1,"framework":"tf","reach":null},{"paper_slug":"chexnet-radiologist-level-pneumonia-detection","repo_url":"https://github.com/dreamenwalker/Multi-focusNet","is_official":0,"mentioned_in_paper":0,"mentioned_in_github":1,"framework":"tf","reach":{"status":"ok"}},{"paper_slug":"chexnet-radiologist-level-pneumonia-detection","repo_url":"https://github.com/dstrick17/Deep-Learning-Project","is_official":0,"mentioned_in_paper":0,"mentioned_in_github":1,"framework":"pytorch","reach":{"status":"ok","spdx":"MIT"}},{"paper_slug":"chexnet-radiologist-level-pneumonia-detection","repo_url":"https://github.com/fatLime/Predict-Lung-Disease","is_official":0,"mentioned_in_paper":0,"mentioned_in_github":1,"framework":"tf","reach":{"status":"ok"}},{"paper_slug":"chexnet-radiologist-level-pneumonia-detection","repo_url":"https://github.com/ferhatkkochan/deeplearning-notes","is_official":0,"mentioned_in_paper":0,"mentioned_in_github":1,"framework":"none","reach":{"status":"ok"}},{"paper_slug":"chexnet-radiologist-level-pneumonia-detection","repo_url":"https://github.com/fkochan/deeplearning-notes","is_official":0,"mentioned_in_paper":0,"mentioned_in_github":1,"framework":"none","reach":{"status":"ok"}},{"paper_slug":"chexnet-radiologist-level-pneumonia-detection","repo_url":"https://github.com/gaetandi/cheXpert","is_official":0,"mentioned_in_paper":0,"mentioned_in_github":1,"framework":"pytorch","reach":{"status":"ok"}},{"paper_slug":"chexnet-radiologist-level-pneumonia-detection","repo_url":"https://github.com/gshashank84/CheXNet","is_official":0,"mentioned_in_paper":0,"mentioned_in_github":1,"framework":"pytorch","reach":{"status":"ok"}},{"paper_slug":"chexnet-radiologist-level-pneumonia-detection","repo_url":"https://github.com/iamrehman/chestXrayDiseaseDetection","is_official":0,"mentioned_in_paper":0,"mentioned_in_github":1,"framework":"none","reach":{"status":"ok"}},{"paper_slug":"chexnet-radiologist-level-pneumonia-detection","repo_url":"https://github.com/jm12138/Paddle-CheXNet","is_official":0,"mentioned_in_paper":0,"mentioned_in_github":1,"framework":"paddle","reach":{"status":"ok"}},{"paper_slug":"chexnet-radiologist-level-pneumonia-detection","repo_url":"https://github.com/jrzech/reproduce-chexnet","is_official":0,"mentioned_in_paper":0,"mentioned_in_github":1,"framework":"pytorch","reach":{"status":"ok","spdx":"BSD-3-Clause"}},{"paper_slug":"chexnet-radiologist-level-pneumonia-detection","repo_url":"https://github.com/karandesaiii/CheXNet","is_official":0,"mentioned_in_paper":0,"mentioned_in_github":1,"framework":"pytorch","reach":{"status":"ok","spdx":"GPL-3.0"}},{"paper_slug":"chexnet-radiologist-level-pneumonia-detection","repo_url":"https://github.com/liyu10000/pneumoconiosis","is_official":0,"mentioned_in_paper":0,"mentioned_in_github":1,"framework":"pytorch","reach":{"status":"ok"}},{"paper_slug":"chexnet-radiologist-level-pneumonia-detection","repo_url":"https://github.com/nhatanh81096/Pneumonia-Detector","is_official":0,"mentioned_in_paper":0,"mentioned_in_github":1,"framework":"none","reach":{"status":"ok"}},{"paper_slug":"chexnet-radiologist-level-pneumonia-detection","repo_url":"https://github.com/nsourlos/pneumonia_detection","is_official":0,"mentioned_in_paper":0,"mentioned_in_github":1,"framework":"none","reach":{"status":"ok"}},{"paper_slug":"chexnet-radiologist-level-pneumonia-detection","repo_url":"https://github.com/odokumaci/pneumonia-rsna","is_official":0,"mentioned_in_paper":0,"mentioned_in_github":1,"framework":"none","reach":null},{"paper_slug":"chexnet-radiologist-level-pneumonia-detection","repo_url":"https://github.com/omrifried/NIH_XRay_Faster_RCNN","is_official":0,"mentioned_in_paper":0,"mentioned_in_github":1,"framework":"pytorch","reach":{"status":"gone","observed_at":"2026-09-18","how":"tree_404+repo_404"}},{"paper_slug":"chexnet-radiologist-level-pneumonia-detection","repo_url":"https://github.com/omrifried/RSNA_Chest_X-Ray_Faster_RCNN","is_official":0,"mentioned_in_paper":0,"mentioned_in_github":1,"framework":"pytorch","reach":{"status":"gone","observed_at":"2026-09-18","how":"tree_404+repo_404"}},{"paper_slug":"chexnet-radiologist-level-pneumonia-detection","repo_url":"https://github.com/rahulcoding/CheXNet","is_official":0,"mentioned_in_paper":0,"mentioned_in_github":1,"framework":"pytorch","reach":null},{"paper_slug":"chexnet-radiologist-level-pneumonia-detection","repo_url":"https://github.com/skaravind/Whatsapp-Radiologist","is_official":0,"mentioned_in_paper":0,"mentioned_in_github":1,"framework":"none","reach":{"status":"ok","spdx":"MIT"}},{"paper_slug":"chexnet-radiologist-level-pneumonia-detection","repo_url":"https://github.com/thibaultwillmann/CheXNet-Pytorch","is_official":0,"mentioned_in_paper":0,"mentioned_in_github":1,"framework":"pytorch","reach":null},{"paper_slug":"chexnet-radiologist-level-pneumonia-detection","repo_url":"https://github.com/thtang/CheXNet-with-localization","is_official":0,"mentioned_in_paper":0,"mentioned_in_github":1,"framework":"pytorch","reach":{"status":"ok","spdx":"GPL-3.0"}},{"paper_slug":"chexnet-radiologist-level-pneumonia-detection","repo_url":"https://github.com/trangiabach/Lung-Iris","is_official":0,"mentioned_in_paper":0,"mentioned_in_github":1,"framework":"tf","reach":{"status":"ok"}},{"paper_slug":"chexnet-radiologist-level-pneumonia-detection","repo_url":"https://github.com/vkduy19/paper_implementations-master","is_official":0,"mentioned_in_paper":0,"mentioned_in_github":1,"framework":"tf","reach":{"status":"ok","spdx":"MIT"}},{"paper_slug":"chexnet-radiologist-level-pneumonia-detection","repo_url":"https://github.com/zoogzog/chexnet","is_official":0,"mentioned_in_paper":0,"mentioned_in_github":1,"framework":"pytorch","reach":{"status":"ok"}},{"paper_slug":"chexnet-radiologist-level-pneumonia-detection","repo_url":"https://dagshub.com/nirbarazida/CheXNet","is_official":0,"mentioned_in_paper":0,"mentioned_in_github":0,"framework":"none","reach":null},{"paper_slug":"chexnet-radiologist-level-pneumonia-detection","repo_url":"https://github.com/ekagra-ranjan/AE-CNN","is_official":0,"mentioned_in_paper":0,"mentioned_in_github":0,"framework":"pytorch","reach":{"status":"ok"}}],"tasks":[{"task_slug":"pneumonia-detection","task_name":"Pneumonia Detection"}],"methods":[{"method_slug":"1x1-convolution","method_name":"1x1 Convolution"},{"method_slug":"average-pooling","method_name":"Average Pooling"},{"method_slug":"batch-normalization","method_name":"Batch Normalization"},{"method_slug":"chexnet","method_name":"CheXNet"},{"method_slug":"concatenated-skip-connection","method_name":"Concatenated Skip Connection"},{"method_slug":"convolution","method_name":"Convolution"},{"method_slug":"dense-block","method_name":"Dense Block"},{"method_slug":"dense-connections","method_name":"Dense Connections"},{"method_slug":"dropout","method_name":"Dropout"},{"method_slug":"global-average-pooling","method_name":"Global Average Pooling"},{"method_slug":"kaiming-initialization","method_name":"Kaiming Initialization"},{"method_slug":"max-pooling","method_name":"Max Pooling"},{"method_slug":"relu","method_name":"ReLU"},{"method_slug":"softmax","method_name":"Softmax"}],"datasets_introduced":[],"methods_introduced":[{"slug":"chexnet","name":"CheXNet","full_name":"CheXNet"}],"results":[{"leaderboard":"/sota/pneumonia-detection-on-chestx-ray14","task":"Pneumonia Detection","dataset":"ChestX-ray14","model":"CheXNet","rank_in_archive_order":3,"of":5,"metrics":{"AUROC":"0.844","FLOPS":"2800M","Params":"7.0M"},"uses_additional_data":false}],"syntology":{"atlas_url":"https://app.syntology.ai/?focus=1711.05225","mcp":{"get_harvested_code_for_paper":{"arxiv_id":"1711.05225"}},"developers":"https://syntology.ai/developers","read_at":"2026-09-24T18:15:14+00:00","read_at_is":"when the build read Syntology's graph, not when any sample ran","claim":"Per-sample execution status on synthesized fixtures; not a correctness claim about the paper. Samples come from repositories linked to the paper, official or community; repo_kind says which.","repos":[{"provenance":"external:paperswithcode_snapshot_2025-07-28","url":"https://github.com/karandesaiii/CheXNet","reach":{"status":"ok","spdx":"GPL-3.0"}},{"provenance":"external:paperswithcode_snapshot_2025-07-28","url":"https://github.com/Azure/AzureChestXRay","reach":{"status":"ok","spdx":"MIT"}},{"provenance":"external:paperswithcode_snapshot_2025-07-28","url":"https://github.com/SGNovice/Disease-detection-using-chest-xrays","reach":{"status":"ok","spdx":"MIT"}},{"provenance":"external:paperswithcode_snapshot_2025-07-28","url":"https://github.com/Mnpr/Thoractic-Diseases-Detection","reach":{"status":"ok","spdx":"MIT"}},{"provenance":"external:paperswithcode_snapshot_2025-07-28","url":"https://github.com/ekagra-ranjan/AE-CNN","reach":{"status":"ok"}},{"provenance":"external:paperswithcode_snapshot_2025-07-28","url":"https://github.com/SenWu/emmental-tutorials","reach":{"status":"ok","spdx":"MIT"}},{"provenance":"external:paperswithcode_snapshot_2025-07-28","url":"https://github.com/VinGPan/paper_implementations","reach":{"status":"ok","spdx":"MIT"}},{"provenance":"external:paperswithcode_snapshot_2025-07-28","url":"https://github.com/jm12138/Paddle-CheXNet","reach":{"status":"ok"}},{"provenance":"external:paperswithcode_snapshot_2025-07-28","url":"https://github.com/fatLime/Predict-Lung-Disease","reach":{"status":"ok"}},{"provenance":"external:paperswithcode_snapshot_2025-07-28","url":"https://github.com/brucechou1983/CheXNet-Keras","reach":null},{"provenance":"external:paperswithcode_snapshot_2025-07-28","url":"https://github.com/jrzech/reproduce-chexnet","reach":{"status":"ok","spdx":"BSD-3-Clause"}},{"provenance":"external:paperswithcode_snapshot_2025-07-28","url":"https://github.com/odokumaci/pneumonia-rsna","reach":null},{"provenance":"external:paperswithcode_snapshot_2025-07-28","url":"https://github.com/Mnpr/OC-DeepLearning","reach":{"status":"ok","spdx":"MIT"}},{"provenance":"external:paperswithcode_snapshot_2025-07-28","url":"https://github.com/Raghuvar/pneumonia_detection_using_X-rays","reach":{"status":"ok"}},{"provenance":"external:paperswithcode_snapshot_2025-07-28","url":"https://github.com/zoogzog/chexnet","reach":{"status":"ok"}},{"provenance":"external:paperswithcode_snapshot_2025-07-28","url":"https://github.com/nhatanh81096/Pneumonia-Detector","reach":{"status":"ok"}},{"provenance":"external:paperswithcode_snapshot_2025-07-28","url":"https://github.com/ElliotY-ML/Pneumonia_Detection_ChestX","reach":{"status":"ok","spdx":"NOASSERTION"}},{"provenance":"external:paperswithcode_snapshot_2025-07-28","url":"https://github.com/liyu10000/pneumoconiosis","reach":{"status":"ok"}},{"provenance":"external:paperswithcode_snapshot_2025-07-28","url":"https://github.com/dstrick17/Deep-Learning-Project","reach":{"status":"ok","spdx":"MIT"}},{"provenance":"external:paperswithcode_snapshot_2025-07-28","url":"https://github.com/Mnpr/Thoractic_Disease_Detection","reach":{"status":"ok","spdx":"MIT"}},{"provenance":"external:paperswithcode_snapshot_2025-07-28","url":"https://github.com/gshashank84/CheXNet","reach":{"status":"ok"}},{"provenance":"external:paperswithcode_snapshot_2025-07-28","url":"https://github.com/fkochan/deeplearning-notes","reach":{"status":"ok"}},{"provenance":"external:paperswithcode_snapshot_2025-07-28","url":"https://github.com/nsourlos/pneumonia_detection","reach":{"status":"ok"}},{"provenance":"external:paperswithcode_snapshot_2025-07-28","url":"https://github.com/MRD-Git/Medical-Applications","reach":{"status":"ok","spdx":"MIT"}},{"provenance":"external:paperswithcode_snapshot_2025-07-28","url":"https://github.com/rahulcoding/CheXNet","reach":null}],"summary":{"ran_draft_wrong":5,"ran_violates":1,"ran_honours":1,"unverified":30},"by_repo_kind":{"listed":{"samples":37,"ran":7,"repositories":12}},"repo_kind_vocabulary":{"official":"The archive marks this repository official for the paper","named_in_paper":"The archive records that the paper mentions this repository; it is not marked official","listed":"In the archive's code links for this paper, not marked official and not recorded as mentioned in the paper","found_in_text":"Syntology found this repository in the paper's own text; whether it is the authors' implementation is not asserted","community":"Not in the archive's code links for this paper; a community repository Syntology harvested"},"n_pointer_only_for_licence":12,"samples":[{"code_sha256_prefix":"fc2e02e8ee2be889","entry":"compute_AUCs","repo":"arnoweng/CheXNet","repo_kind":"listed","path":"model.py","file_url":"https://github.com/arnoweng/CheXNet/blob/HEAD/model.py","link_basis":"first_harvest_node","language":"python","status":"ran_draft_wrong","verification_level":1,"contract_check":"MISDECLARED","metamorphic_tier":"invariant","behaviour_fingerprint":true,"licence":"NONE","inline_ok":false,"mcp_get_code":{"code_sha256":"fc2e02e8ee2be889"}},{"code_sha256_prefix":"7fc4e9d73fe8bdc0","entry":"func","repo":"rahulcoding/CheXNet","repo_kind":"listed","path":"denseNet_localization.py","file_url":"https://github.com/rahulcoding/CheXNet/blob/HEAD/denseNet_localization.py","link_basis":"first_harvest_node","language":"python","status":"ran_violates","verification_level":1,"contract_check":"VIOLATES","metamorphic_tier":"deterministic","behaviour_fingerprint":true,"licence":"GPL-3.0","inline_ok":false,"mcp_get_code":{"code_sha256":"7fc4e9d73fe8bdc0"}},{"code_sha256_prefix":"c64618410ac55c1d","entry":"get_dicom_fps","repo":"odokumaci/pneumonia-rsna","repo_kind":"listed","path":"pnclassify.py","file_url":"https://github.com/odokumaci/pneumonia-rsna/blob/HEAD/pnclassify.py","link_basis":"first_harvest_node","language":"python","status":"ran_draft_wrong","verification_level":1,"contract_check":"OUTPUT_MISDECLARED","metamorphic_tier":"deterministic","behaviour_fingerprint":true,"licence":"NONE","inline_ok":false,"mcp_get_code":{"code_sha256":"c64618410ac55c1d"}},{"code_sha256_prefix":"548c0fe9e1ac8315","entry":"get_output_layer","repo":"brucechou1983/CheXNet-Keras","repo_kind":"listed","path":"cam.py","file_url":"https://github.com/brucechou1983/CheXNet-Keras/blob/HEAD/cam.py","link_basis":"first_harvest_node","language":"python","status":"ran_draft_wrong","verification_level":1,"contract_check":"OUTPUT_MISDECLARED","metamorphic_tier":null,"behaviour_fingerprint":false,"licence":"MIT","inline_ok":true,"mcp_get_code":{"code_sha256":"548c0fe9e1ac8315"}},{"code_sha256_prefix":"18962b43885bc12f","entry":"get_tasks","repo":"SenWu/emmental-tutorials","repo_kind":"listed","path":"glue/download_glue_data.py","file_url":"https://github.com/SenWu/emmental-tutorials/blob/HEAD/glue/download_glue_data.py","link_basis":"harvester_set","language":"python","status":"ran_draft_wrong","verification_level":1,"contract_check":"OUTPUT_MISDECLARED","metamorphic_tier":"deterministic","behaviour_fingerprint":false,"licence":"MIT","inline_ok":true,"mcp_get_code":{"code_sha256":"18962b43885bc12f"}},{"code_sha256_prefix":"a5d85630dbde2484","entry":"lrate_epoch","repo":"odokumaci/pneumonia-rsna","repo_kind":"listed","path":"pnclassify.py","file_url":"https://github.com/odokumaci/pneumonia-rsna/blob/HEAD/pnclassify.py","link_basis":"first_harvest_node","language":"python","status":"ran_honours","verification_level":1,"contract_check":"HONOURS","metamorphic_tier":"well_formed","behaviour_fingerprint":true,"licence":"NONE","inline_ok":false,"mcp_get_code":{"code_sha256":"a5d85630dbde2484"}},{"code_sha256_prefix":"732062e802565311","entry":"tile","repo":"thibaultwillmann/CheXNet-Pytorch","repo_kind":"listed","path":"model.py","file_url":"https://github.com/thibaultwillmann/CheXNet-Pytorch/blob/HEAD/model.py","link_basis":"first_harvest_node","language":"python","status":"ran_draft_wrong","verification_level":1,"contract_check":"MISDECLARED","metamorphic_tier":"invariant","behaviour_fingerprint":true,"licence":"NONE","inline_ok":false,"mcp_get_code":{"code_sha256":"732062e802565311"}},{"code_sha256_prefix":"7c43090ecf7d0f02","entry":"as_string_b64encoded_pickled","repo":"Azure/AzureChestXRay","repo_kind":"listed","path":"AzureChestXRay_AMLWB/Code/src/score_image_and_cam.py","file_url":"https://github.com/Azure/AzureChestXRay/blob/HEAD/AzureChestXRay_AMLWB/Code/src/score_image_and_cam.py","link_basis":"harvester_set","language":"python","status":"unverified","verification_level":0,"contract_check":null,"metamorphic_tier":null,"behaviour_fingerprint":false,"licence":"MIT","inline_ok":false,"mcp_get_code":{"code_sha256":"7c43090ecf7d0f02"}},{"code_sha256_prefix":"a46ebda77ad3d0aa","entry":"build_model","repo":"Azure/AzureChestXRay","repo_kind":"listed","path":"AzureChestXRay_AMLWB/Code/src/azure_chestxray_keras_utils.py","file_url":"https://github.com/Azure/AzureChestXRay/blob/HEAD/AzureChestXRay_AMLWB/Code/src/azure_chestxray_keras_utils.py","link_basis":"harvester_set","language":"python","status":"unverified","verification_level":0,"contract_check":null,"metamorphic_tier":null,"behaviour_fingerprint":false,"licence":"MIT","inline_ok":false,"mcp_get_code":{"code_sha256":"a46ebda77ad3d0aa"}},{"code_sha256_prefix":"7f830b60d3c5b796","entry":"calc_cam","repo":"jrzech/reproduce-chexnet","repo_kind":"listed","path":"visualize_prediction.py","file_url":"https://github.com/jrzech/reproduce-chexnet/blob/HEAD/visualize_prediction.py","link_basis":"harvester_set","language":"python","status":"unverified","verification_level":0,"contract_check":null,"metamorphic_tier":null,"behaviour_fingerprint":false,"licence":"BSD-3-Clause","inline_ok":true,"mcp_get_code":{"code_sha256":"7f830b60d3c5b796"}},{"code_sha256_prefix":"8b83b4cf085aa1e2","entry":"caption","repo":"skaravind/Whatsapp-Radiologist","repo_kind":"listed","path":"loreal.py","file_url":"https://github.com/skaravind/Whatsapp-Radiologist/blob/HEAD/loreal.py","link_basis":"harvester_set","language":"python","status":"unverified","verification_level":0,"contract_check":null,"metamorphic_tier":null,"behaviour_fingerprint":false,"licence":"MIT","inline_ok":true,"mcp_get_code":{"code_sha256":"8b83b4cf085aa1e2"}},{"code_sha256_prefix":"463d3f2f4d6be38d","entry":"ce_loss","repo":"SenWu/emmental-tutorials","repo_kind":"listed","path":"chexnet/task.py","file_url":"https://github.com/SenWu/emmental-tutorials/blob/HEAD/chexnet/task.py","link_basis":"harvester_set","language":"python","status":"unverified","verification_level":0,"contract_check":null,"metamorphic_tier":null,"behaviour_fingerprint":false,"licence":"MIT","inline_ok":true,"mcp_get_code":{"code_sha256":"463d3f2f4d6be38d"}},{"code_sha256_prefix":"188aff3170045ab9","entry":"ce_loss","repo":"SenWu/emmental-tutorials","repo_kind":"listed","path":"glue/glue_tasks.py","file_url":"https://github.com/SenWu/emmental-tutorials/blob/HEAD/glue/glue_tasks.py","link_basis":"harvester_set","language":"python","status":"unverified","verification_level":0,"contract_check":null,"metamorphic_tier":null,"behaviour_fingerprint":false,"licence":"MIT","inline_ok":true,"mcp_get_code":{"code_sha256":"188aff3170045ab9"}},{"code_sha256_prefix":"99e667e09872acea","entry":"false_positives","repo":"Mnpr/OC-DeepLearning","repo_kind":"listed","path":"Utils/eval_utils.py","file_url":"https://github.com/Mnpr/OC-DeepLearning/blob/HEAD/Utils/eval_utils.py","link_basis":"harvester_set","language":"python","status":"unverified","verification_level":0,"contract_check":null,"metamorphic_tier":null,"behaviour_fingerprint":false,"licence":"MIT","inline_ok":true,"mcp_get_code":{"code_sha256":"99e667e09872acea"}},{"code_sha256_prefix":"2bd1a227991d09e4","entry":"generate_gradcam","repo":"dstrick17/Deep-Learning-Project","repo_kind":"listed","path":"XRay_app/utils/model_utils.py","file_url":"https://github.com/dstrick17/Deep-Learning-Project/blob/HEAD/XRay_app/utils/model_utils.py","link_basis":"harvester_set","language":"python","status":"unverified","verification_level":0,"contract_check":null,"metamorphic_tier":null,"behaviour_fingerprint":false,"licence":"MIT","inline_ok":true,"mcp_get_code":{"code_sha256":"2bd1a227991d09e4"}},{"code_sha256_prefix":"39ba58dee4170072","entry":"get_data_transforms","repo":"SenWu/emmental-tutorials","repo_kind":"listed","path":"chexnet/transforms.py","file_url":"https://github.com/SenWu/emmental-tutorials/blob/HEAD/chexnet/transforms.py","link_basis":"harvester_set","language":"python","status":"unverified","verification_level":0,"contract_check":null,"metamorphic_tier":null,"behaviour_fingerprint":false,"licence":"MIT","inline_ok":true,"mcp_get_code":{"code_sha256":"39ba58dee4170072"}},{"code_sha256_prefix":"72f20cc06cb7434e","entry":"get_files_in_dir","repo":"Azure/AzureChestXRay","repo_kind":"listed","path":"AzureChestXRay_AMLWB/Code/src/azure_chestxray_utils.py","file_url":"https://github.com/Azure/AzureChestXRay/blob/HEAD/AzureChestXRay_AMLWB/Code/src/azure_chestxray_utils.py","link_basis":"harvester_set","language":"python","status":"unverified","verification_level":0,"contract_check":null,"metamorphic_tier":null,"behaviour_fingerprint":false,"licence":"MIT","inline_ok":false,"mcp_get_code":{"code_sha256":"72f20cc06cb7434e"}},{"code_sha256_prefix":"9a63d14257252b9a","entry":"get_mean_std_per_batch","repo":"Mnpr/OC-DeepLearning","repo_kind":"listed","path":"Utils/img_utils.py","file_url":"https://github.com/Mnpr/OC-DeepLearning/blob/HEAD/Utils/img_utils.py","link_basis":"harvester_set","language":"python","status":"unverified","verification_level":0,"contract_check":null,"metamorphic_tier":null,"behaviour_fingerprint":false,"licence":"MIT","inline_ok":true,"mcp_get_code":{"code_sha256":"9a63d14257252b9a"}},{"code_sha256_prefix":"d811f5c1c652d270","entry":"get_roc_curve","repo":"Mnpr/OC-DeepLearning","repo_kind":"listed","path":"Utils/img_utils.py","file_url":"https://github.com/Mnpr/OC-DeepLearning/blob/HEAD/Utils/img_utils.py","link_basis":"harvester_set","language":"python","status":"unverified","verification_level":0,"contract_check":null,"metamorphic_tier":null,"behaviour_fingerprint":false,"licence":"MIT","inline_ok":true,"mcp_get_code":{"code_sha256":"d811f5c1c652d270"}},{"code_sha256_prefix":"0f1e64d7ffdfee1e","entry":"get_score_and_cam_picture","repo":"Azure/AzureChestXRay","repo_kind":"listed","path":"AzureChestXRay_AMLWB/Code/src/azure_chestxray_cam.py","file_url":"https://github.com/Azure/AzureChestXRay/blob/HEAD/AzureChestXRay_AMLWB/Code/src/azure_chestxray_cam.py","link_basis":"harvester_set","language":"python","status":"unverified","verification_level":0,"contract_check":null,"metamorphic_tier":null,"behaviour_fingerprint":false,"licence":"MIT","inline_ok":false,"mcp_get_code":{"code_sha256":"0f1e64d7ffdfee1e"}},{"code_sha256_prefix":"d4a498230f440c39","entry":"get_tensor","repo":"SGNovice/Disease-detection-using-chest-xrays","repo_kind":"listed","path":"commons.py","file_url":"https://github.com/SGNovice/Disease-detection-using-chest-xrays/blob/HEAD/commons.py","link_basis":"harvester_set","language":"python","status":"unverified","verification_level":0,"contract_check":null,"metamorphic_tier":null,"behaviour_fingerprint":false,"licence":"MIT","inline_ok":true,"mcp_get_code":{"code_sha256":"d4a498230f440c39"}},{"code_sha256_prefix":"b782f8a4ff94df4d","entry":"get_weighted_loss","repo":"Mnpr/OC-DeepLearning","repo_kind":"listed","path":"Utils/loss_utils.py","file_url":"https://github.com/Mnpr/OC-DeepLearning/blob/HEAD/Utils/loss_utils.py","link_basis":"harvester_set","language":"python","status":"unverified","verification_level":0,"contract_check":null,"metamorphic_tier":null,"behaviour_fingerprint":false,"licence":"MIT","inline_ok":true,"mcp_get_code":{"code_sha256":"b782f8a4ff94df4d"}},{"code_sha256_prefix":"bc1bdcf24dd0d85e","entry":"load_image","repo":"Mnpr/OC-DeepLearning","repo_kind":"listed","path":"Utils/img_utils.py","file_url":"https://github.com/Mnpr/OC-DeepLearning/blob/HEAD/Utils/img_utils.py","link_basis":"harvester_set","language":"python","status":"unverified","verification_level":0,"contract_check":null,"metamorphic_tier":null,"behaviour_fingerprint":false,"licence":"MIT","inline_ok":true,"mcp_get_code":{"code_sha256":"bc1bdcf24dd0d85e"}},{"code_sha256_prefix":"7ae48b7e9a8d2e9b","entry":"load_model","repo":"dstrick17/Deep-Learning-Project","repo_kind":"listed","path":"XRay_app/utils/model_utils.py","file_url":"https://github.com/dstrick17/Deep-Learning-Project/blob/HEAD/XRay_app/utils/model_utils.py","link_basis":"harvester_set","language":"python","status":"unverified","verification_level":0,"contract_check":null,"metamorphic_tier":null,"behaviour_fingerprint":false,"licence":"MIT","inline_ok":true,"mcp_get_code":{"code_sha256":"7ae48b7e9a8d2e9b"}},{"code_sha256_prefix":"0c0269d8f261c2e5","entry":"mila","repo":"SGNovice/Disease-detection-using-chest-xrays","repo_kind":"listed","path":"commons.py","file_url":"https://github.com/SGNovice/Disease-detection-using-chest-xrays/blob/HEAD/commons.py","link_basis":"harvester_set","language":"python","status":"unverified","verification_level":0,"contract_check":null,"metamorphic_tier":null,"behaviour_fingerprint":false,"licence":"MIT","inline_ok":true,"mcp_get_code":{"code_sha256":"0c0269d8f261c2e5"}},{"code_sha256_prefix":"7807bb921c12897c","entry":"mse_loss","repo":"SenWu/emmental-tutorials","repo_kind":"listed","path":"glue/glue_tasks.py","file_url":"https://github.com/SenWu/emmental-tutorials/blob/HEAD/glue/glue_tasks.py","link_basis":"harvester_set","language":"python","status":"unverified","verification_level":0,"contract_check":null,"metamorphic_tier":null,"behaviour_fingerprint":false,"licence":"MIT","inline_ok":true,"mcp_get_code":{"code_sha256":"7807bb921c12897c"}},{"code_sha256_prefix":"387c1efccf13f7e6","entry":"normalize_nd_array","repo":"Azure/AzureChestXRay","repo_kind":"listed","path":"AzureChestXRay_AMLWB/Code/src/azure_chestxray_utils.py","file_url":"https://github.com/Azure/AzureChestXRay/blob/HEAD/AzureChestXRay_AMLWB/Code/src/azure_chestxray_utils.py","link_basis":"harvester_set","language":"python","status":"unverified","verification_level":0,"contract_check":null,"metamorphic_tier":null,"behaviour_fingerprint":false,"licence":"MIT","inline_ok":false,"mcp_get_code":{"code_sha256":"387c1efccf13f7e6"}},{"code_sha256_prefix":"f5559f1c12f663be","entry":"output","repo":"SenWu/emmental-tutorials","repo_kind":"listed","path":"chexnet/task.py","file_url":"https://github.com/SenWu/emmental-tutorials/blob/HEAD/chexnet/task.py","link_basis":"harvester_set","language":"python","status":"unverified","verification_level":0,"contract_check":null,"metamorphic_tier":null,"behaviour_fingerprint":false,"licence":"MIT","inline_ok":true,"mcp_get_code":{"code_sha256":"f5559f1c12f663be"}},{"code_sha256_prefix":"1ce4ca882a4b2472","entry":"output","repo":"SenWu/emmental-tutorials","repo_kind":"listed","path":"glue/glue_tasks.py","file_url":"https://github.com/SenWu/emmental-tutorials/blob/HEAD/glue/glue_tasks.py","link_basis":"harvester_set","language":"python","status":"unverified","verification_level":0,"contract_check":null,"metamorphic_tier":null,"behaviour_fingerprint":false,"licence":"MIT","inline_ok":true,"mcp_get_code":{"code_sha256":"1ce4ca882a4b2472"}},{"code_sha256_prefix":"e4aacbed9ef38d69","entry":"plot_cam_results","repo":"Azure/AzureChestXRay","repo_kind":"listed","path":"AzureChestXRay_AMLWB/Code/src/azure_chestxray_cam.py","file_url":"https://github.com/Azure/AzureChestXRay/blob/HEAD/AzureChestXRay_AMLWB/Code/src/azure_chestxray_cam.py","link_basis":"harvester_set","language":"python","status":"unverified","verification_level":0,"contract_check":null,"metamorphic_tier":null,"behaviour_fingerprint":false,"licence":"MIT","inline_ok":false,"mcp_get_code":{"code_sha256":"e4aacbed9ef38d69"}},{"code_sha256_prefix":"1de89e0659407359","entry":"predict","repo":"dstrick17/Deep-Learning-Project","repo_kind":"listed","path":"XRay_app/utils/model_utils.py","file_url":"https://github.com/dstrick17/Deep-Learning-Project/blob/HEAD/XRay_app/utils/model_utils.py","link_basis":"harvester_set","language":"python","status":"unverified","verification_level":0,"contract_check":null,"metamorphic_tier":null,"behaviour_fingerprint":false,"licence":"MIT","inline_ok":true,"mcp_get_code":{"code_sha256":"1de89e0659407359"}},{"code_sha256_prefix":"0ce6f4b5e608f7a7","entry":"preprocess_image","repo":"dstrick17/Deep-Learning-Project","repo_kind":"listed","path":"XRay_app/utils/preprocessing.py","file_url":"https://github.com/dstrick17/Deep-Learning-Project/blob/HEAD/XRay_app/utils/preprocessing.py","link_basis":"harvester_set","language":"python","status":"unverified","verification_level":0,"contract_check":null,"metamorphic_tier":null,"behaviour_fingerprint":false,"licence":"MIT","inline_ok":true,"mcp_get_code":{"code_sha256":"0ce6f4b5e608f7a7"}},{"code_sha256_prefix":"831d63f3b9377e8b","entry":"show_next","repo":"jrzech/reproduce-chexnet","repo_kind":"listed","path":"visualize_prediction.py","file_url":"https://github.com/jrzech/reproduce-chexnet/blob/HEAD/visualize_prediction.py","link_basis":"harvester_set","language":"python","status":"unverified","verification_level":0,"contract_check":null,"metamorphic_tier":null,"behaviour_fingerprint":false,"licence":"BSD-3-Clause","inline_ok":true,"mcp_get_code":{"code_sha256":"831d63f3b9377e8b"}},{"code_sha256_prefix":"41e9cbb003cda3c5","entry":"train_model","repo":"jrzech/reproduce-chexnet","repo_kind":"listed","path":"model.py","file_url":"https://github.com/jrzech/reproduce-chexnet/blob/HEAD/model.py","link_basis":"harvester_set","language":"python","status":"unverified","verification_level":0,"contract_check":null,"metamorphic_tier":null,"behaviour_fingerprint":false,"licence":"BSD-3-Clause","inline_ok":true,"mcp_get_code":{"code_sha256":"41e9cbb003cda3c5"}},{"code_sha256_prefix":"3fb4e876ce3e9212","entry":"true_negatives","repo":"Mnpr/OC-DeepLearning","repo_kind":"listed","path":"Utils/eval_utils.py","file_url":"https://github.com/Mnpr/OC-DeepLearning/blob/HEAD/Utils/eval_utils.py","link_basis":"harvester_set","language":"python","status":"unverified","verification_level":0,"contract_check":null,"metamorphic_tier":null,"behaviour_fingerprint":false,"licence":"MIT","inline_ok":true,"mcp_get_code":{"code_sha256":"3fb4e876ce3e9212"}},{"code_sha256_prefix":"3d0485840aa0f58c","entry":"true_positives","repo":"Mnpr/OC-DeepLearning","repo_kind":"listed","path":"Utils/eval_utils.py","file_url":"https://github.com/Mnpr/OC-DeepLearning/blob/HEAD/Utils/eval_utils.py","link_basis":"harvester_set","language":"python","status":"unverified","verification_level":0,"contract_check":null,"metamorphic_tier":null,"behaviour_fingerprint":false,"licence":"MIT","inline_ok":true,"mcp_get_code":{"code_sha256":"3d0485840aa0f58c"}},{"code_sha256_prefix":"494670e9ddb36e8d","entry":"unpickled_b64decoded_as_bytes","repo":"Azure/AzureChestXRay","repo_kind":"listed","path":"AzureChestXRay_AMLWB/Code/src/score_image_and_cam.py","file_url":"https://github.com/Azure/AzureChestXRay/blob/HEAD/AzureChestXRay_AMLWB/Code/src/score_image_and_cam.py","link_basis":"harvester_set","language":"python","status":"unverified","verification_level":0,"contract_check":null,"metamorphic_tier":null,"behaviour_fingerprint":false,"licence":"MIT","inline_ok":false,"mcp_get_code":{"code_sha256":"494670e9ddb36e8d"}}]},"arxiv_metadata":null,"syntology_extracted_results":null}