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cs.CV2026
On the Intrinsic Limits of Transformer Image Embeddings in Non-Solvable Spatial Reasoning
Siyi Lyu, Quan Liu, Feng Yan
Vision Transformers (ViTs) excel in semantic recognition but exhibit systematic failures in spatial reasoning tasks such as mental rotation. While often attributed to data scale, t…
cs.CV2025
Unified Coding for Both Human Perception and Generalized Machine Analytics with CLIP Supervision
Kangsheng Yin, Quan Liu, Xuelin Shen +3
The image compression model has long struggled with adaptability and generalization, as the decoded bitstream typically serves only human or machine needs and fails to preserve inf…