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cs.CV2026
Accuracy Without Grounding: Diagnosing Visual Dependency Dissociation in Video LLM Benchmarks
Jae Joong Lee
Benchmark accuracy in video large language models (LLMs) is often treated as evidence of visual understanding. We audit this assumption across twenty models spanning 2-78B paramete…
cs.CV2025
Language-Guided Invariance Probing of Vision-Language Models
Jae Joong Lee
Recent vision-language models (VLMs) such as CLIP, OpenCLIP, EVA02-CLIP and SigLIP achieve strong zero-shot performance, but it is unclear how reliably they respond to controlled l…
cs.CV2023★ 1 cited
SnakeVoxFormer: Transformer-based Single Image\\Voxel Reconstruction with Run Length Encoding
Jae Joong Lee, Bedrich Benes
Deep learning-based 3D object reconstruction has achieved unprecedented results. Among those, the transformer deep neural model showed outstanding performance in many applications…