Share your thoughts, 1 month free Claude Pro on usSee more

Zero-shot Learning on AWA2

0.935Top-1 Accuracy

ZeroDiff++

Updated 18d ago

Evaluation Results

Method
ZeroDiff++ 2026.02	0.935	-	-	-	-	-
ZeroDiff 2026.02	0.873	-	-	-	-	-
RLVC 2026.03	0.84	-	-	-	-	-
VADS 2026.02	0.825	-	-	-	-	-
VADS 2026.03	0.825	-	-	-	-	-
PSVMA++ 2026.02	0.792	-	-	-	-	-
PSVMA+ 2026.03	0.792	-	-	-	-	-
ICCE 2026.03	0.784	-	-	-	-	-
SC-EGG 2026.03	0.782	-	-	-	-	-
ZSL-KG 2020.06	0.781	0.668	0.844	0.746	-	-
ViFR 2026.03	0.778	-	-	-	-	-
ZSML 2020.06	0.775	0.589	0.746	0.658	-	-
I2DFormer+ 2026.03	0.773	-	-	-	-	-
SGCN 2020.06	0.771	0.675	0.812	0.737	-	-
DGP 2020.06	0.771	0.713	0.794	0.751	-	-
GCNZ 2020.06	0.77	0.666	0.816	0.733	-	-
VSPCN 2026.03	0.766	-	-	-	-	-
AGZSL 2020.06	0.764	0.69	0.865	0.768	-	-
I2DFormer-Wiki 2024.04	0.764	-	-	-	-	-
DiffusionZSL 2026.02	0.764	-	-	-	-	-
f-CLSWGAN 2026.02	0.759	-	-	-	-	-
f-VAEGAN 2026.02	0.758	-	-	-	-	-
AENet 2026.03	0.752	-	-	-	-	-
DFCAFlow 2026.02	0.744	-	-	-	-	-
APN+ABP 2022.04	0.739	-	-	-	-	-
ViFR 2026.03	0.737	-	-	-	-	-
I2MVFormer-Wiki 2024.04	0.736	-	-	-	-	-
APN+TF-VAEGAN 2022.04	0.735	-	-	-	-	-
APN+f-VAEGAN-D2* 2022.04	0.734	-	-	-	-	-
TF-VAEGAN* 2022.04	0.734	-	-	-	-	-
E-PGN 2020.06	0.734	0.526	0.835	0.646	-	-
TF-VAEGAN 2020.06	0.734	0.555	0.836	0.667	-	-
MSDN++ 2026.03	0.734	-	-	-	-	-
ZeroNAS 2026.03	0.732	-	-	-	-	-
CEGAN 2026.02	0.728	-	-	-	-	-
TransZero++ 2020.06	0.726	0.646	0.827	0.725	-	-
TransZero++ 2026.02	0.726	-	-	-	-	-
TransZero++ 2026.03	0.726	-	-	-	-	-
TFVAEGAN 2026.02	0.724	-	-	-	-	-
TF-VAEGAN 2021.03	0.722	-	-	-	-	-
TF-VAEGAN 2024.04	0.722	-	-	-	-	-
ZeroMamba 2026.03	0.719	-	-	-	-	-
ERPCNet 2020.06	0.718	0.591	0.82	0.687	-	-
APN 2020.06	0.717	0.622	0.695	0.656	-	-
Composer 2024.04	0.715	-	-	-	-	-
Composer 2026.03	0.715	-	-	-	-	-
HAS 2026.03	0.714	-	-	-	-	-
OCD-CVAE 2020.06	0.713	0.595	0.734	0.657	-	-
TCN 2021.03	0.712	-	-	-	-	-
APN+CVC 2022.04	0.712	-	-	-	-	-
f-VAEGAN-D2 2021.03	0.711	-	-	-	-	-
GXE 2020.06	0.711	0.564	0.814	0.667	-	-
f-VAEGAN 2024.04	0.711	-	-	-	-	-
f-VAEGAN-D2 2026.03	0.711	-	-	-	-	-
GNDAN 2026.03	0.71	-	-	-	-	-
ReZSL 2026.02	0.709	-	-	-	-	-
ZSLViT 2024.04	0.707	-	-	-	-	-
ZSLViT 2026.02	0.707	-	-	-	-	-
ZSLViT 2026.03	0.707	-	-	-	-	-
LisGAN 2022.04	0.706	-	-	-	-	-
EGANS 2026.03	0.706	-	-	-	-	-
Zhu et al. 2021.03	0.704	-	-	-	-	-
CE-GZSL 2021.03	0.704	-	-	-	-	-
CE-GZSL 2020.06	0.704	0.631	0.786	0.7	-	-
CE-GZSL 2026.03	0.704	-	-	-	-	-
DLFZRL 2021.03	0.703	-	-	-	-	-
f-VAEGAN-D2* 2022.04	0.703	-	-	-	-	-
f-VAEGAN-D2 2020.06	0.703	0.571	0.761	0.652	-	-
TransZero 2020.06	0.701	0.613	0.823	0.702	-	-
MSDN 2020.06	0.701	0.62	0.745	0.677	-	-
MSDN 2024.04	0.701	-	-	-	-	-
TransZero 2024.04	0.701	-	-	-	-	-
TransZero 2026.03	0.701	-	-	-	-	-
MSDN 2026.03	0.701	-	-	-	-	-
APN 2022.04	0.699	-	-	-	-	-
DUET 2024.04	0.699	-	-	-	-	-
APN 2026.03	0.699	-	-	-	-	-
DUET 2026.03	0.699	-	-	-	-	-
SDVAE 2026.02	0.693	-	-	-	-	-
TAFE-Net 2019.04	0.693	-	-	-	-	-
SE 2019.04	0.692	-	-	-	-	-
SGMA 2022.04	0.688	-	-	-	-	-
SGMA 2026.03	0.688	-	-	-	-	-
ABP* 2022.04	0.685	-	-	-	-	-
APN+ 2022.04	0.684	-	-	-	-	-
RSR 2020.06	0.684	0.553	0.76	0.64	-	-
APN 2024.04	0.684	-	-	-	-	-
APN 2026.02	0.684	-	-	-	-	-
CLSWGAN 2022.04	0.682	-	-	-	-	-
f-CLSWGAN 2026.03	0.682	-	-	-	-	-
LFGAA 2021.03	0.681	-	-	-	-	-
LFGAA+Hybrid 2022.04	0.681	-	-	-	-	-
LFGAA+Hibrid 2020.06	0.681	0.27	0.934	0.419	-	-
LFGAA 2026.03	0.681	-	-	-	-	-
AREN 2022.04	0.679	-	-	-	-	-
AREN 2024.04	0.679	-	-	-	-	-
DAZLE 2024.04	0.679	-	-	-	-	-
AREN 2026.03	0.679	-	-	-	-	-
DAZLE 2026.03	0.679	-	-	-	-	-
GEM-ZSL 2024.04	0.673	-	-	-	-	-

Showing 100 of 218 rows