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ResearchFormerly WizWand

Classification on AV-MNIST

72.38AccuracyI2M2
7.296824.193441.0957.9866Oct 1, 2023Feb 9, 2024Jun 19, 2024Oct 28, 2024Mar 8, 2025Jul 17, 2025Nov 26, 2025
Updated 4mo ago

Evaluation results

MethodLinks
I2M2Base Fusion strategy=LRTF2024.0572.38
I2M2Base Fusion strategy=LF2024.0572.34
LFModality=Inter-modality, Fusion strategy=Late Fusion2024.0571.68
LRTFModality=Inter-modality, Fusion strategy=Low-rank multimodal fusion2024.0571.49
ConFuModality=Audio-Visual fusion, Evaluation Protocol=Zero-shot2025.1171.2
SMIL (BL) + RegBNModality=Multimodal, Norm. params. (#)=02023.1071.1
SON-GOKU + AdaTask2025.0971
SymileModality=Audio-Visual fusion, Evaluation Protocol=Zero-shot2025.1170.9
SMIL (BL) + PMDNModality=Multimodal, Norm. params. (#)=11,1362023.1070.7
SMIL (BL)Modality=Multimodal, Norm. params. (#)=02023.1070.6
FAMO2025.0970
SON-GOKU + PCGrad2025.0970
SON-GOKUvariant=Quantile, Density-Matched=true2025.0969
SON-GOKU + GradNorm2025.0969
SON-GOKU2025.0969
INTRA-MODALITYModality=Intra-modality2024.0568.63
SON-GOKUvariant=Threshold, Density-Matched=true2025.0968
SON-GOKUvariant=Quantile2025.0968
AdaTask2025.0967
FairGrad2025.0966
Nash-MTL2025.0966
Static One-Shot2025.0966
SON-GOKUvariant=kNN-Symm., Density-Matched=true2025.0966
GradNorm2025.0965
PCGrad2025.0965
SON-GOKUvariant=kNN-Symm.2025.0965
TRIANGLEModality=Audio-Visual fusion, Evaluation Protocol=Zero-shot2025.1164.9
IMAGE-ONLYModality=Image only2024.0564.73
ConFuModality=Vision, Evaluation Protocol=Zero-shot2025.1164.6
GRAMModality=Audio-Visual fusion, Evaluation Protocol=Zero-shot2025.1164.4
SMIL (BL)Modality=Unimodal (image), Norm. params. (#)=02023.1064.3
SON-GOKUvariant=Signed-only, Density-Matched=true2025.0964
GRAMModality=Vision, Evaluation Protocol=Zero-shot2025.1163.9
CLIPModality=Vision, Evaluation Protocol=Zero-shot2025.1163
Uniform2025.0963
SON-GOKUvariant=Signed-only2025.0963
Tri-CLIPModality=Vision, Evaluation Protocol=Zero-shot2025.1162.5
MGDA2025.0962
CAGrad2025.0962
Single-Step2025.0959
SMIL (BL)Modality=Unimodal (audio), Norm. params. (#)=02023.1043.2
CLIPModality=Audio, Evaluation Protocol=Zero-shot2025.1141.1
Tri-CLIPModality=Audio, Evaluation Protocol=Zero-shot2025.1140
ConFuModality=Audio, Evaluation Protocol=Zero-shot2025.1139.7
AUDIO-ONLYModality=Audio only2024.0539.59
GRAMModality=Audio, Evaluation Protocol=Zero-shot2025.119.8