All Cross-Task Consistency Results

In-the-Wild, Out-of-Domain Data — hover buttons to toggle tasks

Input Frame

DINOv3

Ours

Please hover over the buttons to toggle between different tasks.

Semantic Seg:

Material Seg:

Input Frame

DINOv3

Ours

Please hover over the buttons to toggle between different tasks.

Semantic Seg:

Material Seg:

Input Frame

DINOv3

Ours

Please hover over the buttons to toggle between different tasks.

Semantic Seg:

Material Seg:

Input Frame

DINOv3

Ours

Please hover over the buttons to toggle between different tasks.

Semantic Seg:

Material Seg:

Input Frame

DINOv3

Ours

Please hover over the buttons to toggle between different tasks.

Semantic Seg:

Material Seg:

Input Frame

DINOv3

Ours

Please hover over the buttons to toggle between different tasks.

Semantic Seg:

Material Seg:

Input Frame

DINOv3

Ours

Please hover over the buttons to toggle between different tasks.

Semantic Seg:

Material Seg:

Input Frame

DINOv3

Ours

Please hover over the buttons to toggle between different tasks.

Semantic Seg:

Material Seg:

Input Frame

DINOv3

Ours

Please hover over the buttons to toggle between different tasks.

Semantic Seg:

Material Seg:

Input Frame

DINOv3

Ours

Please hover over the buttons to toggle between different tasks.

Semantic Seg:

Material Seg:

Input Frame

DINOv3

Ours

Please hover over the buttons to toggle between different tasks.

Semantic Seg:

Material Seg:

Input Frame

DINOv3

Ours

Please hover over the buttons to toggle between different tasks.

Semantic Seg:

Material Seg: