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ResearchFormerly WizWand

Depth Estimation on DIODE (test)

0.065AbsRelDepth Anything V2
0.02760.280050.53250.78495Jul 20, 2023Oct 14, 2023Jan 8, 2024Apr 4, 2024Jun 29, 2024Sep 23, 2024Dec 19, 2024
Updated 8mo ago

Evaluation results

MethodLinks
Depth Anything V2Encoder=ViT-G, Zero-shot=true2024.060.06595.4
Depth Anything V1Encoder=ViT-L, Zero-shot=true2024.060.06695.2
Depth Anything V2Encoder=ViT-L, Zero-shot=true2024.060.06695.2
Depth Anything V2Encoder=ViT-B, Zero-shot=true2024.060.06895
Depth Anything V1Encoder=ViT-B, Zero-shot=true2024.060.06994.6
Depth Anything V2Encoder=ViT-S, Zero-shot=true2024.060.07394.2
MiDaS V3.1Encoder=ViT-L, Zero-shot=true2024.060.07594.2
Depth Anything V1Encoder=ViT-S, Zero-shot=true2024.060.07693.9
DPT-largeBackbone=ViT-Large, Zero-shot transfer=true, Manually aligned scale and shift=true2023.070.18275.8
DPTZero-shot=true, # Training samples=1.2M + 188K2024.120.18275.8
CSTM_imageBackbone=ConvNeXt-large, #Params=198M, Zero-shot transfer=true, Manually aligned scale and shift=true2023.070.21182.5
CSTM_labelBackbone=ConvNeXt-large, Zero-shot transfer=true, Manually aligned scale and shift=true2023.070.22480.5
HDNBackbone=ViT-Large, #Params=306M, Zero-shot transfer=true, Manually aligned scale and shift=true2023.070.24678
HDNZero-shot=true, # Training samples=300K2024.120.24678
CrossFlowZero-shot=true, # Training samples=74K2024.120.2776.8
LeresBackbone=ResNeXt101, Zero-shot transfer=true, Manually aligned scale and shift=true2023.070.27176.6
LeReSZero-shot=true, # Training samples=300K + 54K2024.120.27176.6
MarigoldZero-shot=true, # Training samples=74K2024.120.3177.2
MiDaSBackbone=ResNeXt101, #Params=88M, Zero-shot transfer=true, Manually aligned scale and shift=true2023.070.33271.5
MiDaSZero-shot=true, # Training samples=2M2024.120.33271.5
OmnidataBackbone=ViT-base, Zero-shot transfer=true, Manually aligned scale and shift=true2023.070.33974.2
OmnidataZero-shot=true, # Training samples=11.9M + 310K2024.120.33974.2
DiverseDepthBackbone=ResNeXt50, #Params=25M, Zero-shot transfer=true, Manually aligned scale and shift=true2023.070.37663.1
DiverseDepthZero-shot=true, # Training samples=320K2024.120.37663.1
4M-21Model Scale=XL, Evaluation Protocol=Out-of-the-box2024.060.68—
4M-21Model Scale=Large, Evaluation Protocol=Out-of-the-box2024.060.69—
4M-21Model Scale=Base, Evaluation Protocol=Out-of-the-box2024.060.71—
Unified-IOModel Scale=XL, Evaluation Protocol=Out-of-the-box2024.060.82—
Unified-IO 2Model Scale=XXL, Evaluation Protocol=Out-of-the-box2024.060.84—
Unified-IO 2Model Scale=XL, Evaluation Protocol=Out-of-the-box2024.060.86—
Unified-IOModel Scale=Large, Evaluation Protocol=Out-of-the-box2024.060.87—
Unified-IO 2Model Scale=Large, Evaluation Protocol=Out-of-the-box2024.060.96—
Unified-IOModel Scale=Base, Evaluation Protocol=Out-of-the-box2024.061—