Our new X account is live! Follow @wizwand_team for updates

Brain Tumor Classification on Large-scale MRI dataset

0.985Accuracy

BFS+DFE+DR (Proposed EDSH framework)

Updated 4d ago

Evaluation Results

Method
BFS+DFE+DR (Proposed EDSH framework) 2026.01	0.985	0.9805	0.9826	0.985	0.9897	0.9838	0.9751	0.9798	0.9924	0.9893
DFF+DR-BFS 2026.01	0.9835	0.9799	0.9831	0.9835	0.9898	0.9833	0.9736	0.9783	0.9909	0.9878
BFS-DEF-R 2026.01	0.9833	0.9796	0.9829	0.9833	0.9897	0.9831	0.9734	0.9781	0.9907	0.9876
DFE-R-BFS 2026.01	0.9816	0.9774	0.9812	0.9816	0.9892	0.9814	0.9717	0.9764	0.989	0.9859
DFE+SR-BFS 2026.01	0.9813	0.977	0.9811	0.9813	0.9891	0.9812	0.9714	0.9761	0.9887	0.9856
Mobilenet_v3_small 2026.01	0.9777	0.9697	0.9773	0.9778	0.9921	0.9776	0.9642	0.9656	0.9968	0.9845
Vit_l_32 2026.01	0.9726	0.9626	0.9722	0.9727	0.9902	0.9724	0.956	0.9638	0.9974	0.9735
Efficient and Vgg 2026.01	0.9719	0.9674	0.9707	0.9722	0.9803	0.9718	0.9601	0.9693	0.9817	0.9789
Efficientnet_v2_s 2026.01	0.9707	0.9593	0.9689	0.9707	0.9895	0.9698	0.9642	0.9473	0.01	0.9713
Dens and Swin1 2026.01	0.9705	0.9659	0.9702	0.9706	0.9788	0.9704	0.9567	0.9621	0.9814	0.9802
Vit_b_32 2026.01	0.9696	0.9589	0.9699	0.9696	0.9891	0.9698	0.9377	0.9699	0.9974	0.9735
Googlenet 2026.01	0.9688	0.957	0.9675	0.9689	0.9889	0.9682	0.957	0.952	0.9974	0.9691
Densenet169 2026.01	0.9684	0.9574	0.969	0.9684	0.9886	0.9687	0.9227	0.9793	0.9981	0.9735
Vgg13 2026.01	0.9684	0.9571	0.9683	0.9685	0.9887	0.9684	0.9333	0.9699	0.9981	0.9726
Dense and Vit 2026.01	0.968	0.962	0.968	0.968	0.978	0.968	0.952	0.959	0.981	0.978
Dens and Swin2 2026.01	0.9656	0.9592	0.9653	0.9656	0.977	0.9654	0.9552	0.9471	0.982	0.978
Squeezenet1_1 2026.01	0.9647	0.952	0.9643	0.9647	0.9875	0.9645	0.9575	0.9375	0.9905	0.9735
Resnet50 2026.01	0.9615	0.9476	0.9609	0.9615	0.9863	0.9612	0.9647	0.9257	0.9892	0.9664
Alexnet 2026.01	0.9596	0.9455	0.9603	0.9596	0.9855	0.96	0.9285	0.945	0.9955	0.9695
Wide_resnet50_2 2026.01	0.9594	0.9499	0.9648	0.9594	0.9877	0.9621	0.956	0.9797	0.9086	0.9933
Convnext_large 2026.01	0.9588	0.9454	0.9616	0.9588	0.9852	0.9602	0.9005	0.9605	0.9981	0.9761
Shufflenet_v2_x2_0 2026.01	0.9551	0.9422	0.9575	0.9551	0.9858	0.9563	0.9579	0.9459	0.9269	0.9898
Swin_v2_s 2026.01	0.955	0.9409	0.9586	0.955	0.9839	0.9568	0.8923	0.9614	0.9911	0.9752
Efficientnet_b4 2026.01	0.9278	0.902	0.9266	0.9278	0.9748	0.9272	0.9237	0.8721	0.9697	0.9457
Mnasnet1_0 2026.01	0.8361	0.7787	0.8347	0.836	0.9431	0.8353	0.816	0.7053	0.9188	0.9046