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AI Video Papers·2026
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Video-Oasis: Rethinking Evaluation of Video Understanding

Geuntaek Lim, Sungjune Park +6

Provides a diagnostic suite that audits video-understanding benchmarks to find samples solvable without visual or temporal input, filters those shortcuts, and produces a distilled video-native testbed that reveals major capability gaps in current Video-LLMs.

#video#evaluation#ai-video#vision#multimodal+3
Hugging Face
AI Dataset·2026
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Vera: Layered Video Dataset

Hongkai Zheng, Ta-Ying Cheng +3·California Institute of Technology, Netflix, Inc.

Provides curated short video clips (49- and 81-frame) with layered ground truth—edit layers, alpha mattes, and composite targets—for training and evaluating content-preserving layered diffusion video editing. Contains background-replace and object-add edits; Apache-2.0 licensed.

#video#diffusers#ai-video#huggingface#vision+1
Hugging Face
AI Model·2026
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Gemma 4 31B JANG_4M CRACK (v2) — dealignai

dealignai

Multimodal image-text-to-text fork of Gemma 4 (31B) using a 'CRACK v2' abliteration — tuned for conversational vision inputs and thinking-mode support in JANG v2 safetensors format. Recommended to run in vMLX; published by dealignai.

#huggingface#multimodal#vision#llm#ai-inference+3
Hugging Face
AI Model·2026
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Lyra 2.0: Explorable Generative 3D Worlds

NVIDIA

Generates persistent, explorable 3D worlds from a single image by synthesizing long-range, geometry-consistent video and reconstructing it into an explicit 3D Gaussian scene. Intended for internal research use under NVIDIA's research license.

#nvidia#huggingface#paper#github#vision+3
Hugging Face
AI Model·2026
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ERNIE-Image

Baidu

An open text-to-image generation model built on an 8B Diffusion Transformer that focuses on layout-sensitive, text-heavy, and instruction-following image synthesis. Notable for accurate text rendering, structured/compositional generation (posters, comics), and ability to run on consumer 24GB GPUs when paired with prompt enhancement.

#vision#ai-image#huggingface#pytorch#prompt-engineering+3
Hugging Face
AI Dataset·2026
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OCR-Synthetic-Multilingual-v1

NVIDIA, Ryan Chesler

Provides 12.26M synthetically generated multilingual OCR samples (en/ja/ko/ru/zh) with word/line/paragraph bounding boxes and reading-order graphs, packaged as HDF5 shards for training detection, recognition, and layout models; licensed CC BY 4.0.

#ocr#nvidia#huggingface#vision#ai-train+1
Hugging Face
AI Dataset·2026
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ParseBench

llamaindex (dataset), Boyang Zhang +5

Benchmarks document-parsing systems on real-world enterprise PDFs and images—evaluates tables, charts, content faithfulness, semantic formatting, and visual grounding with human-verified, rule-level tests. Ships with ~2,000 pages, ~169K test rules, and an open evaluation framework for end-to-end pipeline scoring.

#huggingface#github#paper#ocr#vision+3
Hugging Face
AI Model·2026
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HY-World 2.0

Tencent

Generates and reconstructs navigable, editable 3D worlds from text, single images, multi-view photos, or video; outputs meshes and Gaussian Splatting assets and includes WorldMirror 2.0 for fast multi-view reconstruction. Suited for research and production pipelines that import assets into engines; requires substantial GPU resources.

#vision#ai-image#huggingface#pytorch#ai-demos+3
Hugging Face
AI Dataset·2026
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Zero-to-CAD 100K

ADSKAILab

Curated 100K subset of geometrically diverse CAD construction sequences sampled from a 1M agentically synthesized corpus — each item includes executable CadQuery scripts, 8 rendered views, STL/STEP exports, and precomputed DINOv3 embeddings for retrieval and benchmarking.

#ai#ai-development#embeddings#python#code+3
Hugging Face
AI Dataset·2026
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Jagle: Building a Large-Scale Japanese Multimodal Post-Training Dataset for Vision–Language Models

Issa Sugiura, Keito Sasagawa +9

Provides a ~9.2M-instance Japanese multimodal post-training dataset for vision–language models, combining image–text pairs, PDF corpora and generated VQA to improve Japanese VLM performance; access is restricted by Japanese copyright (download via llm-jp GitLab).

#multimodal#vision#ocr#llm#nlp+2
Hugging Face
AI Dataset·2026
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DROID: Distributed Robot Interaction Dataset

Alexander Khazatsky, Karl Pertsch +18·NVIDIA Corporation, Stanford University +15

Large-scale in-the-wild robot manipulation dataset with ~76K teleoperated trajectories (~350 hours) that provides synchronized multi-view video, depth, camera calibration, robot state/action traces, and natural-language task instructions to train and evaluate manipulation policies and dynamics models. Collected across 564 scenes, 86 tasks, 52 buildings, on a uniform Franka Panda hardware stack and released in LeRobotDataset v3.0 format (≈707 GB, OpenMDW1.1).

#robotics#video#vision#depth#parquet+5
Hugging Face
AI Model·2026
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MiniCPM-V 4.6

openbmb

Delivers an ultra-efficient, edge-friendly multimodal image-and-video-to-text model optimized for on-device deployment. Uses mixed 4x/16x visual token compression, a low-FLOPs visual encoder, and multiple quantized variants for mobile and embedded inference.

#multimodal#vision#video#mobile#android+6
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