Unified Model Collection

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“Janus-Series: Unified Multimodal Understanding and Generation Models”

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“[TPAMI'23] Unifying Flow, Stereo and Depth Estimation”

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“[CVPR'23] Universal Instance Perception as Object Discovery and Retrieval”

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“A unified multi-task time series model.”

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“Ming-UniAudio: Speech LLM for Joint Understanding, Generation and Editing with Unified Representation”

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“ZoomNeXt: A Unified Collaborative Pyramid Network for Camouflaged Object Detection (TPAMI 2024)”

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“VARGPT: Unified Understanding and Generation in a Visual Autoregressive Multimodal Large Language Model”

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“[ICCV 2025] LangScene-X: Reconstruct Generalizable 3D Language-Embedded Scenes with TriMap Video Diffusion”

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“EO: Open-source Unified Embodied Foundation Model Series”

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“VARGPT-v1.1: Improve Visual Autoregressive Large Unified Model via Iterative Instruction Tuning and Reinforcement Learning”

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“[ICML 2024] A novel, efficient lightweight approach combining convolutional operations with adaptive spectral analysis as a foundation model for different time series tasks”

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“[ICCV2023] Segment Every Reference Object in Spatial and Temporal Spaces ”

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“[ICLR 2026] Uni-CoT: Towards Unified Chain-of-Thought Reasoning Across Text and Vision”

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“[NeurIPS 2025] More Than Generation: Unifying Generation and Depth Estimation via Text-to-Image Diffusion Models”

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“Code release for Ming-UniVision: Joint Image Understanding and Geneation with a Continuous Unified Tokenizer”

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“🌟 [Survey] A curated collection of research papers, models, and resources tracing the evolution from specialized models to unified world models.”

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“official github code for "SmartPhotoCrafter: Unified Reasoning, Generation and Optimization for Automatic Photographic Image Editing"”

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“🚀🚀🚀 [ICML 2026] Official Implementation of Robust-U1: Can MLLMs Self-Recover Corrupted Visual Content for Robust Understanding?”