355 citations · 2.7k across the 325 of their papers we have counts for
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Does Local Video Understanding Transfer Across Encounters? The EgoGears Benchmark
Yuedong Tan, Lei Qi, Yu Liu +13
Embodied systems must make knowledge acquired during one encounter usable in another despite changes in viewpoint, motion, and illumination. Yet aggregate cross-video accuracy conf…
LightMIS: Ultra-Lightweight Medical Image Segmentation Without a Stage-Wise Decoder
Andrei Arhire, Mihaela-Elena Breabăn, Radu Timofte
We present LightMIS, a scalable family of ultra-lightweight convolutional networks for 2D binary medical image segmentation without a learned stage-wise decoder. LightMIS aligns th…
Benchmarking RAW and RGB Restoration in Image Signal Processors
Zihao Lu, Radu Timofte, Marcos V. Conde
Modern cameras transform RAW sensor measurements into sRGB images through an image signal processor (ISP). We benchmark two placements for blind restoration around a fixed ISP: (A)…
Elastic Token Compression for Pixel-Space Diffusion Transformers
Eduard Zamfir, Christian Reisswig, Zongwei Wu +2
Natural images concentrate their detail in a small fraction of the frame, yet diffusion models spend a full token on every patch, in every layer and at every timestep. The waste is…
Glass Surface Detection Grounded in 3D Visual Geometry
Yiwei Lu, Ke Xu, Tao Yan +3
Glass surface detection (GSD) is critical for scene understanding and reconstruction, and yet remains challenging due to the transparency and reflectivity of glass surfaces. Existi…
Curating Same-Family Neural Networks for LLM-Guided Model Improvement: A Controlled Case Study
Kabir Dev Paul Baghel, Radu Timofte, Dmitry Ignatov
Neural-network repositories contain executable models, recipes, input transformations, and measured accuracies. We study whether one same-family experiment can be curated as prompt…