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EDIT-001
Identity preservation + relighting
Edit the input image from a rainy Tokyo night into a cold snowy Tokyo morning. Preserve the woman's facial identity, expression, pose, hairstyle, clothing, body proportions, camera position, framing and depth of field. Replace the nighttime neon illumination with soft natural morning daylight. Snow is falling outside t...
Qwen Image 2.1
ComfyUI
RTX A6000
https://blog.hexgrid.cloud/qwen-image-2-1-edit-8-real-world-image-editing-stress-tests-in-comfyui
EDIT-002
Material/color editing + product fidelity
Change only the headphones from matte black to glossy pearl white ceramic with subtle metallic silver accents. Preserve the exact headphone design, geometry, proportions, ear-cup shape, headband, orientation and floating position. Keep the aluminum pedestal, background, composition, shadows and camera angle unchanged. ...
Qwen Image 2.1
ComfyUI
RTX A6000
https://blog.hexgrid.cloud/qwen-image-2-1-edit-8-real-world-image-editing-stress-tests-in-comfyui
EDIT-003
Exact typography replacement
Replace the poster title “NEON ORBIT” with exactly “ECHO VECTOR”. Replace the subtitle “THE LAST CITY ABOVE EARTH” with exactly “A SIGNAL FROM THE EDGE OF TIME”. Preserve the astronaut, orbital city, artwork, composition, colors, title position, subtitle position and overall typography style. The new text must be clear...
Qwen Image 2.1
ComfyUI
RTX A6000
https://blog.hexgrid.cloud/qwen-image-2-1-edit-8-real-world-image-editing-stress-tests-in-comfyui
EDIT-004
Object relocation / spatial reasoning
Move the black dog from beside the front-left tire into the front passenger seat of the yellow convertible. The dog should be clearly visible sitting naturally in the passenger seat. Preserve the woman, her pose, the yellow car, exactly three red balloons, desert gas station, sunset, camera framing and all other scene ...
Qwen Image 2.1
ComfyUI
RTX A6000
https://blog.hexgrid.cloud/qwen-image-2-1-edit-8-real-world-image-editing-stress-tests-in-comfyui
EDIT-005
Character consistency under major pose/camera change
Create a new full-body photograph of the same woman from the input image. Preserve Maya's facial identity and recognizable personal features. Show her standing casually on a city sidewalk, photographed from a three-quarter angle, one hand in her jacket pocket and the other holding a takeaway coffee cup. Keep her green ...
Qwen Image 2.1
ComfyUI
RTX A6000
https://blog.hexgrid.cloud/qwen-image-2-1-edit-8-real-world-image-editing-stress-tests-in-comfyui
EDIT-006
Left-right understanding + hand reconstruction
Swap the objects held by the watchmaker's hands: place the tiny tweezers in the left hand and the watch gear in the right hand. Preserve both hands' positions as closely as possible, with five anatomically correct fingers on each hand and physically believable grips on the objects. Preserve the watch, workbench, lighti...
Qwen Image 2.1
ComfyUI
RTX A6000
https://blog.hexgrid.cloud/qwen-image-2-1-edit-8-real-world-image-editing-stress-tests-in-comfyui
EDIT-007
Background replacement + environmental lighting
Replace only the snowy mountain valley visible through the windows with a tropical ocean coastline at golden-hour sunset. Preserve the exact room architecture, window geometry, furniture placement, concrete and oak materials, camera perspective and composition. Warm sunset light should enter naturally through the windo...
Qwen Image 2.1
ComfyUI
RTX A6000
https://blog.hexgrid.cloud/qwen-image-2-1-edit-8-real-world-image-editing-stress-tests-in-comfyui
EDIT-008
Novel viewpoint / scene reconstruction
Reconstruct the same scene from a new camera viewpoint inside the café, looking over the barista's shoulder toward the counter. Preserve the same medieval knight wearing pink roller skates and ordering coffee. Through the café window, the same confused dragon should still be visible outside holding the parking ticket. ...
Qwen Image 2.1
ComfyUI
RTX A6000
https://blog.hexgrid.cloud/qwen-image-2-1-edit-8-real-world-image-editing-stress-tests-in-comfyui

Qwen Image 2.1 Edit — 8 Real-World Image Editing Stress Tests

A collection of 8 real-world image-editing experiments using Qwen Image 2.1 with ComfyUI on HexGrid Cloud.

Overview

This dataset documents image-editing experiments designed to explore how Qwen Image 2.1 handles image-conditioned instructions across different visual scenarios.

Each experiment contains:

  • Original input image
  • Editing prompt
  • Generated output image
  • Experiment category
  • Available inference metadata

Model & Infrastructure

Configuration Details
Model Qwen Image 2.1
Task Image Editing
Inference Interface ComfyUI
Infrastructure HexGrid Cloud
Number of Experiments 8

Dataset Structure

Each row represents one editing experiment.

Field Description
test_id Unique experiment identifier
category Editing scenario
input Original reference image
output Generated edited image
edit_prompt Instruction used for editing

Evaluation Focus

The experiments explore:

  1. Editing instruction adherence
  2. Original image preservation
  3. Visual consistency
  4. Fine-detail preservation
  5. Complex editing behavior

Methodology

Experiments were conducted using the ComfyUI image-editing workflow.

Input images and editing prompts are provided to help readers inspect and reproduce the experiments.

This is a small qualitative evaluation collection, not a statistically representative model benchmark.

Full Article

Read the complete experiment breakdown:

Qwen Image 2.1 Edit — 8 Real-World Image Editing Stress Tests in ComfyUI

About

Created by HexGrid Cloud.

Website: https://hexgrid.cloud

Technical Blog: https://blog.hexgrid.cloud

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