ML Research Wiki / Benchmarks / Medical Image Classification / NCT-CRC-HE-100K

NCT-CRC-HE-100K

Medical Image Classification Benchmark

Performance Over Time

📊 Showing 7 results | 📏 Metric: Accuracy (%)

Top Performing Models

Rank Model Paper Accuracy (%) Date Code
1 Efficientnet-b0 EfficientNet: Rethinking Model Scaling for Convolutional Neural Networks 97.48 2019-05-28 📦 ultralytics/yolov5 📦 rwightman/pytorch-image-models 📦 open-mmlab/mmdetection
2 ResNeXt-50-32x4d ResNet strikes back: An improved training procedure in timm 97.46 2021-10-01 📦 rwightman/pytorch-image-models 📦 open-mmlab/mmdetection 📦 open-mmlab/mmclassification
3 RegNetY-3.2GF RegNet: Self-Regulated Network for Image Classification 97.39 2021-01-03 📦 keras-team/keras 📦 mindspore-ecosystem/mindcv 📦 TrevorIkky/RegNet
4 ResNet-50 Deep Residual Learning for Image Recognition 97.09 2015-12-10 📦 tensorflow/models 📦 tensorflow/models 📦 tensorflow/models
5 DenseNet-169 Densely Connected Convolutional Networks 96.90 2016-08-25 📦 pytorch/vision 📦 pytorch/vision 📦 PaddlePaddle/PaddleClas
6 Res2Net-50 Res2Net: A New Multi-scale Backbone Architecture 96.25 2019-04-02 📦 rwightman/pytorch-image-models 📦 open-mmlab/mmdetection 📦 PaddlePaddle/PaddleDetection
7 ResNet-18 Deep Residual Learning for Image Recognition 95.23 2015-12-10 📦 tensorflow/models 📦 tensorflow/models 📦 tensorflow/models

All Papers (7)