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Ziqi Huang
@ziqi_huang_
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Ph.D. student at MMLab@NTU - Visual Generation
Singapore
Joined November 2020
Happy to share our #SIGGRAPHAsia2024 technical paper - ๐ฅ๐ฒ๐ฉ๐ฒ๐ฟ๐๐ถ๐ผ๐ป (3 Dec, Tue PM). It personalizes/captures the ๐ณ๐ฆ๐ญ๐ข๐ต๐ช๐ฐ๐ฏ of entities from several exemplar images. While the well-known research (e.g., DreamBooth, TI ...) study ๐ข๐ฑ๐ฑ๐ฆ๐ข๐ณ๐ข๐ฏ๐ค๐ฆ ๐ช๐ฏ๐ท๐ฆ๐ณ๐ด๐ช๐ฐ๐ฏ, ReVersion took a step to explore ๐ณ๐ฆ๐ญ๐ข๐ต๐ช๐ฐ๐ฏ ๐ช๐ฏ๐ท๐ฆ๐ณ๐ด๐ช๐ฐ๐ฏ - an important yet under-explored pillar of the visual world.
ReVersion: Diffusion-Based Relation Inversion from Images @Gradio demo is out on @huggingface Spaces demo:
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RT @liuziwei7: ๐ขRepresentation Matters for Video Generation๐ข #RepVideo is a representation-centric framework for T2V with cross-layer featโฆ
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RT @xunhuang1995: ๐ฅCausVid is ranked 1st on VBench (among officially evaluated video generation models). ๐It is also several hundred timesโฆ
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RT @ai_hakase_: ใVBench Video Arena ใๅใ๏ผ๐ฅใ โ. FYIG: AI ใซใใฃใฆ็ๆใใใๅ็ปใใใชใใจ18ไธๆฌไปฅไธใ่ฆ่ดใงใใใVBench Video Arenaใใๅ
ฌ้ใใใพใใ๏ผ๐ 4โฆ
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RT @yen_chen_lin: For content creation, VBench (Huang et al., 2024) is a popular benchmark suite that evaluates video generation models onโฆ
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View the AI-generated videos here - No need to run code, set up environments, or download massive datasets. Thanks @_akhaliq for Gradio support, and kudos to @yinanhenevernan and @Zhang_Fan_ for the tremendous efforts in bringing this together! #VBench
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RT @liuziwei7: ๐AI Agent for GenAI Evaluation๐ ๐คEvaluation Agent๐ค is a multi-agent framework for efficient, dynamic, multi-round evaluatioโฆ
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RT @shulin_tian: Tired of waiting forever to evaluate your Gen models? ๐ Meet ๐๐๐ฎ๐น๐๐ฎ๐๐ถ๐ผ๐ป ๐๐ด๐ฒ๐ป๐ ๐ค๐ โ a fast, efficient, and promptable frameโฆ
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The ๐ฉ๐๐ฒ๐ป๐ฐ๐ต ๐๐ฒ๐ฎ๐ฑ๐ฒ๐ฟ๐ฏ๐ผ๐ฎ๐ฟ๐ฑ now features 50+ ๐๐ฒ๐
๐-๐๐ผ-๐๐ถ๐ฑ๐ฒ๐ผ models, with 17 new additions since October, including ๐๐ถ๐ฏ๐บ๐ถ๐ข๐ฏ๐๐ช๐ฅ๐ฆ๐ฐ, ๐๐๐-๐๐ช๐ฅ๐ฆ๐ฐ, ๐๐ฐ๐จ๐๐ช๐ฅ๐ฆ๐ฐ๐-1.5๐, ๐๐ช๐ฎ๐ฆ๐ฏ๐จ, ๐๐ช๐ฅ๐ถ, ๐๐ฐ๐ค๐ฉ๐ช-1, ๐๐ฑ๐ฆ๐ฏ๐๐ฐ๐ณ๐ข๐๐ญ๐ข๐ฏ-๐1.2 & ๐1.3, ๐ข๐ฏ๐ฅ ๐๐ช๐ฏ๐ช๐๐ข๐น-๐๐ช๐ฅ๐ฆ๐ฐ-01, among others. For closed-source or API-based models, we welcome collaborative evaluations via the provided API and can conduct evaluations based on available resources. If youโre submitting final evaluation results directly, please include a project page link or relevant details as outlined in the submission portal. We strongly encourage submitters to share sampled videos used for VBench evaluation. These videos are stored in a publicly accessible space to ensure transparency and reproducibility. To maintain leaderboard quality, we periodically remove entries with unknown sources. If your model is missing or needs updates, donโt hesitate to reach out! #VBench #AIGC #T2V
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Evaluating visual generative models is slowโsampling massive amounts of images/videos takes time, especially for diffusion models. Inspired by how humans "test and see" a few examples for quick judgment, we introduce ๐ ๐๐๐ฎ๐น๐๐ฎ๐๐ถ๐ผ๐ป ๐๐ด๐ฒ๐ป๐ ๐ค: โข Fast and efficient โข Supports open-ended evaluation requests โข Provides explanations for evaluation scores โข Scales easily with additional metrics and tools
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RT @Zhang_Fan_: ๐ Excited to share Evaluation Agent! ๐ An efficient, promptable evaluation framework for visual generative models, mimickiโฆ
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RT @qhnmoon: Unleash the resolution of your SDXL without cost. ๐FreeScale๐, a tuning-free method for higher-resolution visual generation, uโฆ
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RT @liuziwei7: ๐ข๐ข #SIGGRAPHAsia2024 Welcome to check out our Multimodal GenAI work @SIGGRAPHAsia ** Reversion: Relation Inversion from Imโฆ
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๐ VBench++: Comprehensive and Versatile Benchmark Suite for Video Generative Models ๐๏ธ ๐๏ธ What VBench++ Evaluates: โข ๐ง๐ฒ๐
๐-๐๐ผ-๐ฉ๐ถ๐ฑ๐ฒ๐ผ (16 comprehensive dimensions) โข ๐๐บ๐ฎ๐ด๐ฒ-๐๐ผ-๐ฉ๐ถ๐ฑ๐ฒ๐ผ (check out our size-adaptive Image Suite) โข ๐ง๐ฟ๐๐๐๐๐ผ๐ฟ๐๐ต๐ถ๐ป๐ฒ๐๐ (fairness, bias, safety) ๐๏ธ Extensive Human-Alignment Validation in every Dimension
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RT @Hailuo_AI: ๐ VBench Update ๐ Exciting news! Weโre thrilled to announce that we've secured the #1 ranking on both the #VBench and #VBencโฆ
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RT @_tianxing: Interested in improving the inference quality of diffusion models? Checkout our #FreeInit poster at No.226 from 10:30am toโฆ
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