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.


.. contents:: Table of Contents



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


.. confval::  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)
-------------------------------------------

.. confval::   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)
---------------------------------

.. confval::   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

.. confval::   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)
-------------------------------------

.. confval::   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