Image Classification

Best model: AP-GeM (ResNet-101)

Best model: ResNet-50

Best model: WaveMix

Best model: AG-Net

Best model: µ2Net+ (ViT-L/16)

Best model: SimCLR

Best model: cFlow

Best model: ResMLP-24

Best model: HSANR

Best model: DINOv2 (ViT-g/14, frozen model, linear eval)

Best model: FaMUS

Best model: MentorMix

Best model: ASF-former-S

Best model: SSR

Best model: Label-Ranker

Best model: FaMUS

Best model: MentorMix

Best model: WRN-28-2 + UDA+AutoDropout

Best model: shreynet

Best model: VIT-L/16 (Spinal FC, Background)

Best model: SEER (RegNet10B)

Best model: SEER (RegNet10B)

Best model: CurriculumNet

Best model: MLP-DecAug

Best model: Entropy-based Logic Explained Network

Best model: Sparse-CBM

Best model: ViT-Large/16 (384)

Best model: ViT-Large/16 (384)

Best model: Linear FT(ViT-L/14)

Best model: SNN

Best model: WaveMixLite-128/7

Best model: µ2Net (ViT-L/16)

Best model: VGG-5(Spinal FC)

Best model: SDGM-D

Best model: µ2Net+ (ViT-L/16)

Best model: Continued fraction of straight lines

Best model: TransBoost-ResNet50

Best model: EnGraf-Net101 (G=4, H=1)

Best model: CCT-14/7x2

Best model: CNN+ Wilson-Cowan model RNN

Best model: TransBoost-ResNet50

Best model: LRA-diffusion (CLIP ViT)

Best model: Our Ensemble Learning-2

Best model: WaveMix

Best model: CoAtNet-1

Best model: Fuzzy Distance Ensemble

Best model: E2E-3M

Best model: Claude 3 Opus

Best model: GAC-SNN MS-ResNet-34

Best model: ResNet-50 + UDA+AutoDropout

Best model: SparseSwin with L2

Best model: MoCo + CaSSLe

Best model: BinaryViT

Best model: WRN (N=28, k=10)

Best model: WRN (N=36, k=5)

Best model: EfficientNet-L2-Ns

Best model: SqueezeNet + Simple Bypass

Best model: ViT-H @224 (DeiT III, 21k)

Best model: µ2Net+ (ViT-L/16)

Best model: Model soups (ViT-G/14)

Best model: WaveMix-256/16 (level 2)

Best model: AIMv2-3B (448 res)

Best model: InternImage-H

Best model: Hiera-H (448px)

Best model: ThanosNet

Best model: COSMO

Best model: V-MoE-H/14 (Every-2)

Best model: SEER (RegNet10B)

Best model: µ2Net (ViT-L/16)

Best model: RADAM (ConvNeXt-XL)

Best model: KMNIST-Tiny

Best model: HiFuse_Small

Best model: CoNAL

Best model: L3D_original_2level

Best model: Inception-v3

Best model: kEffNet-B0 V2 16ch

Best model: EfficientNet-B3

Best model: Branching/Merging CNN + Homogeneous Vector Capsules

Best model: WaveMixLite

Best model: PDO-eConv (ours)

Best model: PDO-eConv (ours)

Best model: CapsNet

Best model: STS-ResNet

Best model: CoCa

Best model: BiT-L (ResNet)

Best model: Diffusion Classifier (zero-shot)

Best model: NOAH-ViTB/16

Best model: ResNet-18 + Vision Eagle Attention

Best model: TWIST (ResNet-50)

Best model: CeiT-S (384 finetune resolution)

Best model: NNCLR

Best model: MAE (ViT-H, 448)

Best model: InternImage-H（CNN）

Best model: SWAG (ViT H/14)

Best model: kMobileNet V3 Large 16ch

Best model: SAG-ViT

Best model: ResNet-152 2x (RS training)

Best model: Deep regularization

Best model: PropMix

Best model: FaMUS

Best model: InstanceGM-SS

Best model: InstanceGM-SS

Best model: Fuzzy rank-based fusion of CNN models using Gompertz function

Best model: DL+PCA+GWO

Best model: Heinsen Routing

Best model: ResNet50

Best model: OFSCIL

Best model: Model with negotiation paradigm

Best model: Max Margin Contrastive

Best model: µ2Net+ (ViT-L/16)

Best model: TransBoost-ResNet50

Best model: E2E-3M

Best model: Wide-ResNet-28-10

Best model: EGNN+Transduction

Best model: Astroformer

Best model: UPANets

Best model: BiomedCLIP+PubmedBERT

Best model: VOLO-D5

Best model: ALIGN (50 hypers/task)

Best model: PropMix (Ours)

Best model: CurriculumNet (InceptionResNet-v2)