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Hugging Face
AI Dataset·2026
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Qwen-Image-Bench

Qwen

Creator-centric benchmark for evaluating text-to-image models with 1,000 bilingual prompts and a 3-level, 56-facet taxonomy. Includes a trained Q-Judger judge model and leaderboard-ready evaluation scripts to surface gaps in real-world fidelity and creative generation.

#huggingface#ai-image#image#vision#multilingual+3
Hugging Face
AI Model·2026
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Gemma 4 12B Unified

Google DeepMind

A 12B unified, encoder-free multimodal model that directly ingests text, images and audio and returns text; supports very long contexts (up to 256K tokens), native function-calling/thinking modes, and small-model deployment for local or on-device use.

#gemma#multimodal#transformers#google#deepmind+8
Hugging Face
AI Dataset·2026
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MeasL-Bench

kepeng

Benchmark for evaluating vision–language models on measurement-grounded inputs vs. RGB, emphasizing low-light, HDR, and visibility-sensitive evidence recovery. Contains 2,183 paired test examples with local image assets for controlled RAW↔RGB comparisons.

#vision#multimodal#image#huggingface#ai-image
Hugging Face
AI Model·2026
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PaddleOCR-VL-1.6

PaddlePaddle

Performs image-to-text document parsing and OCR for complex elements (tables, formulas, charts, seals), with multilingual support (en/zh). It uses region-aware data optimization and progressive post-training to improve weak-region supervision and is plug-and-play compatible with PaddleOCR-VL-1.5.

#ocr#multimodal#vision#image#multilingual+5
Hugging Face
AI Model·2026
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Cosmos3-Super-Text2Image

NVIDIA

Generates high-fidelity images from text prompts using NVIDIA's 64B Cosmos3-Super multimodal foundation model. Integrates with Hugging Face Diffusers and vLLM‑Omni, is released under OpenMDW1.1 for commercial use, and is optimized for Physical AI workflows (robotics, AV, simulation).

#nvidia#huggingface#diffusers#vllm#ai-image+5
Computer Vision Papers·2026
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Colored Noise Diffusion Sampling

Hadar Davidson, Noam Issachar +1

Reallocates injected noise energy across frequency bands to match a diffusion model's spectral bias, improving sampling fidelity without retraining. Uses a timestep- and frequency-dependent colored-noise schedule as a plug-and-play inference-time SDE solver; shows sizable FID drops on ImageNet-256.

#paper#vision#image#ai-image#ai-inference
Computer Vision Papers·2026
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GGT-100K: Generative Ground Truth for Generalizable Real-World Image Restoration

Xiangtao Kong, Jixin Zhao +3

Synthesizes high-quality targets for real-world image restoration by using multimodal foundation models (MFMs) to convert real low-quality photos into HQ references. Provides GGT-100K (103,707 LQ–HQ training pairs + 500 test pairs) with multi-stage quality control and demonstrates consistent generalization gains for a range of restoration models, especially for finetuning generative restorers.

#paper#vision#image#multimodal#foundation-model+2
Hugging Face
AI Model·2026
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unsloth/gemma-4-12b-it-GGUF

unsloth

A GGUF-quantized, locally runnable build of Gemma 4 12B Unified (image-text-to-text) packaged by unsloth; preserves multimodal (image/audio) input support under an Apache-2.0 license and is compatible with common GGUF runtimes and Unsloth Studio.

#gemma#google#deepmind#huggingface#multimodal+7
Hugging Face
AI Dataset·2026
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Open Spatial Reasoning (Driving 3D Spatial Reasoning)

Anurag Ganguli, Anshuman Lall +5

Evaluates metric 3D spatial reasoning from single driving images via multiple-choice questions that require reconstructing scene geometry rather than relying on image-layout shortcuts. Each sample pairs a numbered-bbox image with a question, four choices, and the correct answer; images come from PlusAI and the dataset is CC BY 4.0.

#vision#image#huggingface#pandas#multimodal+1
Hugging Face
AI Model·2026
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ideogram-ai/ideogram-4-fp8

ideogram-ai

Text-to-image model packaged for Diffusers that uses fp8 quantization to lower memory and speed up inference. Delivered as a safetensors checkpoint on Hugging Face with an Ideogram pipeline; created May 30, 2026 — license unspecified.

#diffusers#huggingface#ai-image#image#AIGC+3
Hugging Face
AI Model·2026
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ideogram-4-nf4

ideogram-ai

NF4-quantized text-to-image diffusion model released as safetensors and compatible with the Diffusers Ideogram4Pipeline — optimized for lower-memory local inference and faster deployments while preserving the original model's text-to-image capabilities.

#diffusers#ai-image#image#AIGC#foundation-model
Computer Vision Papers·2026
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Cosmos 3: Omnimodal World Models for Physical AI

Aditi, Niket Agarwal +9

Omnimodal world model that jointly processes and generates text, images, video, audio, and action trajectories for physical AI. Uses a mixture-of-transformers to combine autoregressive reasoning and diffusion-based multimodal generation; released open-source with checkpoints, datasets and benchmarks for robotics and simulation.

#foundation-model#multimodal#video#image#robotics+4
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