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Depth Image Classification on NYU-D

79.4Top-1 AccAbsolute SOTA
40.450.52560.6570.775Oct 3, 2023Mar 10, 2024Aug 17, 2024Jan 24, 2025Jul 2, 2025Dec 9, 2025May 18, 2026

Evaluation results

MethodLinks
Absolute SOTAAnchor Modality=–2026.0479.4
Supervised SOTA2023.1176.7
DepthSwinAnchor Modality=–2026.0472.5
UNIALIGN2026.0571.4
CodeBind-VL2026.0571.1
EmergentBridgeAnchor Modality=Image2026.0470.1
ViT-LENSLanchor=I+T2023.1168.5
JointCRFAnchor Modality=–2026.0465.8
EmergentBridgeAnchor Modality=Text2026.0465.8
DFCRAnchor Modality=–2026.0465.3
LanguageBindSize=Large, Evaluation Protocol=Zero-shot2023.1065.1
LanguageBindAnchor Modality=Text2026.0465.1
ViT-LENSLanchor=I2023.1164.2
CodeBind-IB2026.0559.3
ImageBindSize=Huge, Evaluation Protocol=Zero-shot2023.1054
ImageBind-Hanchor=I2023.1154
ImageBindAnchor Modality=Image2026.0454
OneLLM-D2026.0550.9
OpenCLIPSize=Large, Evaluation Protocol=Zero-shot2023.1045.4
OpenCLIPAnchor Modality=–2026.0445.4
Text Pairedanchor=T*2023.1141.9