Mengge Xue

Papers on Lattice

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Publication activitypapers/week, last 8 weeks

Research focus

Computer Vision (2)Multimodal Models (2)Natural Language Processing (1)Eval Frameworks & Benchmarks (1)

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Chao Deng (2)Hang Chen (2)Liqun Liu (2)Zhenyu Hu (2)

Papers (2)

Apr 1, 2026

3w ago·also Sydney

Disentangling to Re-couple: Resolving the Similarity-Controllability Paradox in Subject-Driven Text-to-Image Generation

Stop sacrificing subject fidelity for editability: DisCo lets you have both in text-to-image generation by disentangling and recoupling visual and textual information.

Chao Deng, Hang Chen, Liqun Liu +5

Computer Vision Multimodal Models Natural Language Processing

Mar 9, 2026

Zhenyu Hu +10Mar 9, 2026·also CAS, Sydney

DSH-Bench: A Difficulty- and Scenario-Aware Benchmark with Hierarchical Subject Taxonomy for Subject-Driven Text-to-Image Generation

Current subject-driven text-to-image models struggle with specific subject categories and prompt scenarios, a problem exposed by a new benchmark that also offers actionable insights for improvement.

Zhenyu Hu, Qing Wang, Te Cao +8

Computer Vision Eval Frameworks & Benchmarks Multimodal Models

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Publication activitypapers/week, last 8 weeks

Research focus

Frequent co-authors

Papers (2)