OPen source image to video ai models tested and analysed

OPen source image to video ai models tested and analysed

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With Analysis

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Flux Kontext Image Editing

Flux 1 Kontext Image Editing AI, developed by Black Forest Labs and launched in May 2025, is an innovative 12B rectified-flow transformer model optimized for iterative, in-context image editing. It uses dual CLIP encoders to understand both visual and textual intent, and excels at consistent edits across scenes or styles. Designed for ComfyUI workflows, it’s highly efficient in multi-step processes and is favored for its strong compositional reasoning, character preservation, and cinematic realism — especially in storytelling or sequential edit scenarios.

Before Edit Image of a hot busty woman — AI Image to test Flux Kontext Image Editing AI

—>

After Edit Image of a hot busty woman — AI Image to test Flux Kontext Image Editing AI

CHANGE PROMPT TO CHECK DIFFERENT RESULTS

"Write "Busted!" on the green top of woman. realistic"

Show Observations

Below are the discovered pros and cons for

Flux Kontext Image Editing

image generator ai after using and testing it for the given prompts.

QWEN Image Editing

Qwen-Image-Edit AI is an open-source image editing model released by Alibaba’s Qwen team in August 2025. Based on their advanced MMDiT-20B architecture, it’s designed for precise instruction-based edits using both image and text prompts. It enables high-quality modifications like object additions, viewpoint changes, and style alterations while preserving local details and realism. The model supports bilingual input (English and Chinese), and is particularly strong in producing uncensored, highly accurate visual edits from simple prompts.

Before Edit Image of a hot busty woman — AI Image to test Qwen Image Editing AI

—>

After Edit Image of a hot busty woman — AI Image to test Qwen Image Editing AI

CHANGE PROMPT TO CHECK DIFFERENT RESULTS

"Write "Busted!" on the green top of woman. realistic"

Show Observations

Below are the discovered pros and cons for

QWEN Image Editing

image generator ai after using and testing it for the given prompts.

Flux Kontext Image Editing

Flux 1 Kontext Image Editing AI, developed by Black Forest Labs and launched in May 2025, is an innovative 12B rectified-flow transformer model optimized for iterative, in-context image editing. It uses dual CLIP encoders to understand both visual and textual intent, and excels at consistent edits across scenes or styles. Designed for ComfyUI workflows, it’s highly efficient in multi-step processes and is favored for its strong compositional reasoning, character preservation, and cinematic realism — especially in storytelling or sequential edit scenarios.

Before Edit Image of a hot busty woman — AI Image to test Flux Kontext Image Editing AI

—>

After Edit Image of a hot busty woman — AI Image to test Flux Kontext Image Editing AI

CHANGE PROMPT TO CHECK DIFFERENT RESULTS

"Write "Busted!" on the green top of woman. realistic"

Show Observations

QWEN Image Editing

Qwen-Image-Edit AI is an open-source image editing model released by Alibaba’s Qwen team in August 2025. Based on their advanced MMDiT-20B architecture, it’s designed for precise instruction-based edits using both image and text prompts. It enables high-quality modifications like object additions, viewpoint changes, and style alterations while preserving local details and realism. The model supports bilingual input (English and Chinese), and is particularly strong in producing uncensored, highly accurate visual edits from simple prompts.

Before Edit Image of a hot busty woman — AI Image to test Qwen Image Editing AI

—>

After Edit Image of a hot busty woman — AI Image to test Qwen Image Editing AI

CHANGE PROMPT TO CHECK DIFFERENT RESULTS

"Write "Busted!" on the green top of woman. realistic"

Show Observations

Flux Kontext Image Editing

Flux 1 Kontext Image Editing AI, developed by Black Forest Labs and launched in May 2025, is an innovative 12B rectified-flow transformer model optimized for iterative, in-context image editing. It uses dual CLIP encoders to understand both visual and textual intent, and excels at consistent edits across scenes or styles. Designed for ComfyUI workflows, it’s highly efficient in multi-step processes and is favored for its strong compositional reasoning, character preservation, and cinematic realism — especially in storytelling or sequential edit scenarios.

Before Edit Image of a hot busty woman — AI Image to test Flux Kontext Image Editing AI

—>

After Edit Image of a hot busty woman — AI Image to test Flux Kontext Image Editing AI

CHANGE PROMPT TO CHECK DIFFERENT RESULTS

"Write "Busted!" on the green top of woman. realistic"

Show Observations

QWEN Image Editing

Qwen-Image-Edit AI is an open-source image editing model released by Alibaba’s Qwen team in August 2025. Based on their advanced MMDiT-20B architecture, it’s designed for precise instruction-based edits using both image and text prompts. It enables high-quality modifications like object additions, viewpoint changes, and style alterations while preserving local details and realism. The model supports bilingual input (English and Chinese), and is particularly strong in producing uncensored, highly accurate visual edits from simple prompts.

Before Edit Image of a hot busty woman — AI Image to test Qwen Image Editing AI

—>

After Edit Image of a hot busty woman — AI Image to test Qwen Image Editing AI

CHANGE PROMPT TO CHECK DIFFERENT RESULTS

"Write "Busted!" on the green top of woman. realistic"

Show Observations

benchmark scores of open source Video generation ai models

To check the methodology behind testing of AI models, click here

AI Model
Edit Intent Adherence
Image Consistency
Position/Scale Consistency
Color & Tone Preservation
Edge/Mask Quality
Text Fidelity
Result Quality
QWEN Image Editing
★★★★☆
★★★★☆
★★★★☆
★★★★☆
★★★½☆
★★★★☆
★★★★☆
FlexContext Image Editing
★★★★☆
★★★★☆
★★★★☆
★★★★☆
★★★★☆
★★★½☆
★★★½☆
AI Model
Edit Intent Adherence
Image Consistency
Position/Scale Consistency
Color & Tone Preservation
Edge/Mask Quality
Text Fidelity
Result Quality
QWEN Image Editing
★★★★☆
★★★★☆
★★★★☆
★★★★☆
★★★½☆
★★★★☆
★★★★☆
FlexContext Image Editing
★★★★☆
★★★★☆
★★★★☆
★★★★☆
★★★★☆
★★★½☆
★★★½☆
AI Model
Edit Intent Adherence
Image Consistency
Position/Scale Consistency
Color & Tone Preservation
Edge/Mask Quality
Text Fidelity
Result Quality
QWEN Image Editing
★★★★☆
★★★★☆
★★★★☆
★★★★☆
★★★½☆
★★★★☆
★★★★☆
FlexContext Image Editing
★★★★☆
★★★★☆
★★★★☆
★★★★☆
★★★★☆
★★★½☆
★★★½☆