Da3 Giant Blind Spots: Failure Modes of Depth Anything V2 1B Model

This dataset documents systematic failure modes and blind spots of the Depth Anything V2 (DA3-GIANT-1.1) model, a 1B parameter Vision Transformer. Created by X-prime and updated in March 2026, it contains fewer than 1,000 records focusing on optical and geometric edge cases in monocular depth estimation.

Use Cases

• Analyzing depth estimation errors in specific optical edge cases
• Benchmarking monocular depth models against known ViT-Giant failure modes
• Evaluating visual question answering performance on depth-ambiguous scenes

Strengths

• Targets a specific 1B parameter state-of-the-art model (DA3-GIANT-1.1)
• Categorizes failures by optical and geometric types
• MIT licensed for open research

Limitations

• Small sample size under 1,000 records
• Model-specific focus may not represent failures in non-ViT architectures

Provenance

Source

X-prime via Hugging Face

Freshness

Last updated March 2026.