TIFA-160

Overview

TIFA-160 is a text-to-image benchmark with 160 carefully curated prompts designed to evaluate the faithfulness and quality of generated images using automated VQA-based evaluation.

Task Description

Task Type: Text-to-Image Generation Evaluation
Input: Text prompt for image generation
Output: Generated image evaluated using PickScore metric
Size: 160 prompts

Key Features

Compact, high-quality prompt set for efficient evaluation
Uses PickScore for human preference alignment
Tests diverse image generation capabilities
Supports both new generation and pre-existing image evaluation
Reproducible evaluation pipeline

Evaluation Notes

Default configuration uses 0-shot evaluation
Primary metric: PickScore for human preference alignment
Evaluates images from the test split
Part of the T2V-Eval-Prompts dataset collection

Properties

Property	Value
Benchmark Name	`tifa160`
Dataset ID	AI-ModelScope/T2V-Eval-Prompts
Paper	N/A
Tags	`TextToImage`
Metrics	`PickScore`
Default Shots	0-shot
Evaluation Split	`test`

Data Statistics

Metric	Value
Total Samples	160
Prompt Length (Mean)	56.13 chars
Prompt Length (Min/Max)	13 / 182 chars

Sample Example

Subset: TIFA-160

{
  "input": [
    {
      "id": "9de3e3b1",
      "content": "A Christmas tree with lights and teddy bear"
    }
  ],
  "id": 0,
  "group_id": 0,
  "metadata": {
    "prompt": "A Christmas tree with lights and teddy bear",
    "category": "",
    "tags": {},
    "id": "TIFA160_0",
    "image_path": ""
  }
}

Prompt Template

No prompt template defined.

Usage

Using CLI

evalscope eval \
    --model YOUR_MODEL \
    --api-url OPENAI_API_COMPAT_URL \
    --api-key EMPTY_TOKEN \
    --datasets tifa160 \
    --limit 10  # Remove this line for formal evaluation

Using Python

from evalscope import run_task
from evalscope.config import TaskConfig

task_cfg = TaskConfig(
    model='YOUR_MODEL',
    api_url='OPENAI_API_COMPAT_URL',
    api_key='EMPTY_TOKEN',
    datasets=['tifa160'],
    limit=10,  # Remove this line for formal evaluation
)

run_task(task_cfg=task_cfg)

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