Statistics of the Image Generation Skills

This section presents detailed statistics for skills categorized under the Image modality. The image generation tasks are grouped according to their functional objectives, such as signal-to-image generation, denoising, and enhancement. Each task is evaluated using standard multimodal benchmarks and specialized performance metrics.

I-G-1 Edge-to-Image Generation (Edge2Img Gen)

Edge-to-Image Generation

This cluster focuses on visual generation conditioned on edge sketches, requiring both visual creativity and structural alignment.

Abbreviation:

Edge2Img Gen

Domain:

General

Capability:

Creativity and Innovation

Data Source:

SketchyCOCO

Number:

1,340

SoTA Specialist:

PITI

Metrics:

FID

I-G-2 EEG-to-Image Generation (EEG2Img Gen)

EEG-based Image Generation

This task explores mind-conditioned image generation, requiring models to synthesize visual content from neural activity signals.

Abbreviation:

EEG2Img Gen

Domain:

Medicine

Capability:

Creativity and Innovation

Data source:

DreamDiffusion

Number:

500

SoTA Specialist:

DreamDiffusion

Metrics:

Acc

I-G-3 Image Denosing (Img Denose)

Image Deraining

This task focuses on restoring degraded images by removing weather-related visual noise such as rain streaks and raindrops.

Abbreviation:

Image Deraining

Domain:

General

Capability:

Creativity and Innovation

Data Source:

Rain100H

Number:

500

SoTA Specialist:

GOUB

Metrics:

PSNR

Image Raindrop Removal

This task focuses on eliminating occlusions caused by raindrops from camera lenses or windows.

Abbreviation:

Raindrop Removal

Domain:

General

Capability:

Creativity and Innovation

Data Source:

Raindrop

Number:

500

SoTA Specialist:

TransWeather

Metrics:

PSNR

I-G-4 Image Enhancement (Img Enhance)

Image Shadow Removal

This task removes cast shadows from images to improve visual clarity and downstream understanding.

Abbreviation:

Image Shadow Removal

Domain:

General

Capability:

Creativity and Innovation

Data Source:

SRD

Number:

408

SoTA Specialist:

DSC

Metrics:

RMSE