OpenCodePapers

monocular-depth-estimation-on-eth3d-relative-depth-aligned

Depth EstimationMonocular Depth Estimation
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PaperCodeAbsReldelta1ModelNameReleaseDate
Vision as Unified Multimodal Generation✓ Link0.0430.974SenseNova-Vision2026-07-07
Lotus-2: Advancing Geometric Dense Prediction with Powerful Image Generative Model✓ Link0.0460.981Lotus-2 (zero-shot)2025-11-30
DICEPTION: A Generalist Diffusion Model for Visual Perceptual Tasks✓ Link0.0500.975DICEPTION (zero-shot)2025-02-24
DINOv3✓ Link0.0540.975DINOv3 + Depth Anything V22025-08-13
Video Generative Models as Geometry Learner✓ Link0.0560.972GeoNeXt2026-08-28
Lotus: Diffusion-based Visual Foundation Model for High-quality Dense Prediction✓ Link0.0590.970Lotus-G (zero-shot)2024-09-26
UniGP: Taming Diffusion Transformer for Prior-Preserved Unified Generation and Perception✓ Link0.060.963UNIGP2026-06-29
Fine-Tuning Image-Conditional Diffusion Models is Easier than You Think✓ Link0.0620.959Marigold + E2E FT (zero-shot)2024-09-17
GeoWizard: Unleashing the Diffusion Priors for 3D Geometry Estimation from a Single Image✓ Link0.0640.961GeoWizard (zero-shot)2024-03-18
Repurposing Diffusion-Based Image Generators for Monocular Depth Estimation✓ Link0.0650.960Marigold (ensemble)2023-12-04
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