…Compact Semantic Representations Enable Normalizing Flows for Image Generation (2026) Exploring Time Conditioning in Diffusion Generative Models from Disjoint Noisy Data Manifolds (2026) Please give a thumbs up to this comment if…
…AI-generated summary Diffusion Transformers (DiT) trained with flow matching in a VAE latent space have unified visual generation across images and videos. A natural next step toward a single architecture for…
…acting first as a Disagreement Planner , the model generates a neutral, instance-specific verification checklist. Transitioning into a Checklist Verifier , it executes these self-generated checks against the image and question to…
…AI-generated summary Geospatial reasoning requires models to resolve complex spatial semantics and user intent into precise target locations for Earth observation. Recent progress has liberated the reasoning path from manual curation…
…Youssef Aboelwafa , , Abstract A multi-modal deep learning framework enhances low-light images by integrating depth cues, luminance priors, and semantic features through cross-attention fusion and adaptive gating mechanisms. AI-generated…
…AI-generated summary Recent image editing models have achieved remarkable progress in instruction following, multimodal understanding, and complex visual editing. However, existing benchmarks often fail to faithfully reflect human judgment, especially for…
…python -m mlx_vlm.generate --model mlx-community/SmolVLM2-500M-Video-Instruct-mlx --image https://huggingface.co/datasets/huggingface/documentation-images/resolve/main/bee.jpg --prompt "Can you describe this image?" ====================================== test…
…generate( ^^^^^^^^^ File "/Users/xxxx/Projects/mlx/venv-3.12/lib/python3.12/site-packages/mlx_vlm/utils.py", line 1117, in generate for response in stream_generate(model, processor, prompt, image, **kwargs…
…It combines four seriously powerful models —Veo 3.1 Nano Banana 2 GPT Image 2 and Seedance 2.0 — so I can generate visuals, edit images, and turn them directly into polished…
…AI-generated summary World models predict future transitions from observations and actions. Existing works predominantly focus on image generation only. Visual feature-based world models , on the other hand, predict future visual…
