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cs.CV2025
PROPA: Toward Process-level Optimization in Visual Reasoning via Reinforcement Learning
Yanbei Jiang, Chao Lei, Yihao Ding +2
Despite significant progress, Vision-Language Models (VLMs) still struggle with complex visual reasoning, where multi-step dependencies cause early errors to cascade through the re…
cs.CV2025
Beyond Perception: Evaluating Abstract Visual Reasoning through Multi-Stage Task
Yanbei Jiang, Yihao Ding, Chao Lei +3
Current Multimodal Large Language Models (MLLMs) excel in general visual reasoning but remain underexplored in Abstract Visual Reasoning (AVR), which demands higher-order reasoning…
cs.CV2024
Open-World Amodal Appearance Completion
Jiayang Ao, Yanbei Jiang, Qiuhong Ke +1
Understanding and reconstructing occluded objects is a challenging problem, especially in open-world scenarios where categories and contexts are diverse and unpredictable. Traditio…