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The system interprets angle-specific editing instructions (e.g., 'rotate the object 45 degrees', 'view from above') and applies geometric transformations that respect the 3D spatial context of objects within the image, rather than applying naive 2D transformations.","intents":["I want to edit an image by describing the angle or perspective change I need in natural language","I need to rotate or reposition objects in an image while preserving realistic perspective","I want to generate variations of an image from different viewing angles without manual 3D modeling"],"best_for":["designers and content creators prototyping angle variations quickly","product teams generating multi-angle product photography without physical reshoot","developers building image editing UIs that accept natural language input"],"limitations":["Perspective awareness limited to objects with clear geometric structure; complex organic shapes may not preserve realistic angles","No explicit 3D model reconstruction — relies on implicit spatial reasoning from training data, which may fail on ambiguous or occluded objects","Single-image input only; cannot leverage multi-view datasets for improved angle accuracy","Latency unknown but likely 5-30 seconds per edit due to diffusion-based generation"],"requires":["Web browser with modern JavaScript support (Gradio interface requirement)","Internet connection to HuggingFace Spaces or local deployment with Qwen model weights","GPU recommended for inference (CPU inference will be significantly slower)"],"input_types":["image (JPEG, PNG, WebP)","text (natural language description of desired angle/perspective change)"],"output_types":["image (edited image with applied perspective/angle transformation)"],"categories":["image-visual","text-generation-language"],"confidence":0.5,"matches":0,"success_rate":0},{"id":"hf-space-linoyts--qwen-image-edit-angles__cap_1","uri":"capability://automation.workflow.gradio.based.interactive.image.editing.interface","name":"gradio-based interactive image editing interface","description":"Provides a web-based UI built with Gradio that enables real-time image upload, prompt input, and preview of edited results. The interface handles file I/O, manages state between edits, and streams results back to the browser without requiring local installation or API key management for end users.","intents":["I want to quickly test image editing without setting up a local environment","I need a shareable demo link that non-technical users can access to try image editing","I want to iterate on image edits with immediate visual feedback in a browser"],"best_for":["researchers and product teams demoing image editing capabilities to stakeholders","non-technical users exploring AI image editing without CLI or Python knowledge","developers prototyping UI/UX for image editing applications"],"limitations":["Gradio interface adds overhead for complex workflows; not suitable for batch processing large image datasets","File upload size limits imposed by HuggingFace Spaces (typically 50MB per file)","No persistent storage of editing history or user sessions across browser refreshes","Single-user-at-a-time execution on free tier; concurrent requests queue or fail"],"requires":["Web browser (Chrome, Firefox, Safari, Edge)","Internet connection to HuggingFace Spaces","No API key or local setup required for end users"],"input_types":["image (uploaded via browser file picker)","text (prompt entered in text field)"],"output_types":["image (displayed in browser preview)","downloadable image file"],"categories":["automation-workflow","tool-use-integration"],"confidence":0.5,"matches":0,"success_rate":0},{"id":"hf-space-linoyts--qwen-image-edit-angles__cap_2","uri":"capability://image.visual.multimodal.prompt.interpretation.for.spatial.transformations","name":"multimodal prompt interpretation for spatial transformations","description":"Interprets combined image and text inputs to understand spatial intent, mapping natural language descriptions of angles, rotations, and perspectives to concrete image transformation parameters. The system uses Qwen's vision-language capabilities to parse spatial relationships described in text and ground them in the visual content of the input image.","intents":["I want to describe a rotation or angle change in plain English and have the model understand what I mean","I need the model to understand spatial relationships like 'from the left side', 'rotated 90 degrees', or 'bird's eye view'","I want to edit images using descriptive language rather than numeric parameters"],"best_for":["non-technical users who think in spatial descriptions rather than numeric angles","rapid prototyping scenarios where natural language is faster than parameter tuning","accessibility use cases where users cannot interact with traditional slider/numeric controls"],"limitations":["Ambiguous spatial descriptions may be misinterpreted (e.g., 'rotate left' could mean rotate the object or rotate the viewpoint)","No explicit constraint satisfaction; model may generate plausible but physically impossible perspectives","Requires sufficient training data for the specific spatial concepts; rare or technical angle descriptions may fail","No feedback loop to clarify ambiguous prompts; single-pass generation only"],"requires":["Qwen model weights (multimodal vision-language model)","Input image with clear, recognizable objects for spatial reasoning"],"input_types":["image (visual context for spatial reasoning)","text (natural language spatial description)"],"output_types":["image (transformed with applied spatial changes)"],"categories":["image-visual","text-generation-language"],"confidence":0.5,"matches":0,"success_rate":0},{"id":"hf-space-linoyts--qwen-image-edit-angles__cap_3","uri":"capability://image.visual.diffusion.based.image.generation.with.angle.conditioning","name":"diffusion-based image generation with angle conditioning","description":"Uses a diffusion model (likely Qwen's image generation backbone) to iteratively refine an image based on angle-specific conditioning signals derived from the text prompt. The model starts from noise and progressively denoises toward an image that matches both the visual content of the input and the spatial transformation described in the prompt, using classifier-free guidance to weight the prompt influence.","intents":["I want to generate a new image that shows the same object from a different angle","I need to create angle variations of an image without re-photographing or 3D modeling","I want to explore how an object looks from multiple perspectives"],"best_for":["e-commerce teams generating product images from multiple angles","game developers and 3D artists exploring object appearances before modeling","content creators producing multi-angle variations for social media"],"limitations":["Diffusion-based generation is slow (typically 20-60 seconds per image on GPU) compared to real-time editing","May hallucinate or distort details not visible in the original image when generating extreme angle changes","No guarantee of consistency across multiple angle variations; same object may have slightly different appearance in different angles","Requires sufficient GPU memory; inference may fail or be very slow on CPU-only systems"],"requires":["GPU with sufficient VRAM (likely 8GB+ for Qwen model inference)","Diffusion model weights (included in Qwen-Image-Edit-Angles deployment)"],"input_types":["image (reference image for content preservation)","text (angle/perspective description for conditioning)"],"output_types":["image (generated image with applied angle transformation)"],"categories":["image-visual"],"confidence":0.5,"matches":0,"success_rate":0},{"id":"hf-space-linoyts--qwen-image-edit-angles__cap_4","uri":"capability://automation.workflow.huggingface.spaces.deployment.and.inference.serving","name":"huggingface spaces deployment and inference serving","description":"Deploys the Qwen model as a containerized application on HuggingFace Spaces infrastructure, handling GPU allocation, model loading, request queuing, and response streaming. The deployment abstracts infrastructure concerns, automatically scaling compute resources and providing a public URL without requiring users to manage servers or pay per-inference costs (within free tier limits).","intents":["I want to deploy a model demo without managing servers or cloud infrastructure","I need a shareable public URL for stakeholders to test the model","I want to avoid per-inference billing while prototyping"],"best_for":["researchers and open-source developers sharing model demos","teams prototyping before committing to production infrastructure","educational use cases and community contributions"],"limitations":["Free tier has CPU-only or limited GPU availability; inference may be slow (30+ seconds per image)","No SLA or uptime guarantee; spaces may be suspended if inactive or if resource usage exceeds limits","Request queuing on free tier; concurrent users experience delays","No persistent storage; model state is lost between deployments","Limited customization of runtime environment; must use Gradio or Streamlit for UI"],"requires":["HuggingFace account","Git repository with model code and Gradio app definition","Model weights accessible via HuggingFace Hub or included in repository"],"input_types":["HTTP requests (image + prompt via Gradio interface)"],"output_types":["HTTP responses (generated image)"],"categories":["automation-workflow","tool-use-integration"],"confidence":0.5,"matches":0,"success_rate":0}],"trust":{"score":21,"verified":false,"data_access_risk":"low","permissions":["Web browser with modern JavaScript support (Gradio interface requirement)","Internet connection to HuggingFace Spaces or local deployment with Qwen model weights","GPU recommended for inference (CPU inference will be significantly slower)","Web browser (Chrome, Firefox, Safari, Edge)","Internet connection to HuggingFace Spaces","No API key or local setup required for end users","Qwen model weights (multimodal vision-language model)","Input image with clear, recognizable objects for spatial reasoning","GPU with sufficient VRAM (likely 8GB+ for Qwen model inference)","Diffusion model weights (included in Qwen-Image-Edit-Angles deployment)"],"failure_modes":["Perspective awareness limited to objects with clear geometric structure; complex organic shapes may not preserve realistic angles","No explicit 3D model reconstruction — relies on implicit spatial reasoning from training data, which may fail on ambiguous or occluded objects","Single-image input only; cannot leverage multi-view datasets for improved angle accuracy","Latency unknown but likely 5-30 seconds per edit due to diffusion-based generation","Gradio interface adds overhead for complex workflows; not suitable for batch processing large image datasets","File upload size limits imposed by HuggingFace Spaces (typically 50MB per file)","No persistent storage of editing history or user sessions across browser refreshes","Single-user-at-a-time execution on free tier; concurrent requests queue or fail","Ambiguous spatial descriptions may be misinterpreted (e.g., 'rotate left' could mean rotate the object or rotate the viewpoint)","No explicit constraint satisfaction; model may generate plausible but physically impossible perspectives","builder identity is not verified yet","no observed match outcomes yet"],"rank_breakdown":{"adoption":0.05,"quality":0.2,"ecosystem":0.38999999999999996,"match_graph":0.25,"freshness":0.75,"weights":{"adoption":0.35,"quality":0.2,"ecosystem":0.1,"match_graph":0.3,"freshness":0.05}},"observed_outcomes":{"matches":0,"success_rate":0,"avg_confidence":0,"top_intents":[],"last_matched_at":null},"maintenance":{"status":"active","updated_at":"2026-05-24T12:16:22.766Z","last_scraped_at":"2026-05-03T14:22:48.012Z","last_commit":null},"community":{"stars":null,"forks":null,"weekly_downloads":null,"model_downloads":null,"model_likes":null}},"distribution":{"claim_url":"https://unfragile.ai/submit?claim=linoyts--qwen-image-edit-angles","compare_url":"https://unfragile.ai/compare?artifact=linoyts--qwen-image-edit-angles"}},"signature":"SZ1IKBGrttB6s0xnBCXP4gqbQe+83YlwmggGpUUpFBqQxwrnDCn8/iikXTrODmIRyhbFe058hLSDXARm8rnrCw==","signedAt":"2026-06-21T00:17:18.083Z","signedBy":"unfragile.ai","version":1},"_links":{"self":"https://unfragile.ai/api/v1/passport/linoyts--qwen-image-edit-angles","artifact":"https://unfragile.ai/linoyts--qwen-image-edit-angles","verify":"https://unfragile.ai/api/v1/verify?slug=linoyts--qwen-image-edit-angles","publicKey":"https://unfragile.ai/api/v1/trust-passport-public-key","spec":"https://unfragile.ai/trust","schema":"https://unfragile.ai/schema.json","docs":"https://unfragile.ai/docs"}}