AIWalker

Aug 18, 2025 · Artificial Intelligence

UniConvNet: Expanding Effective Receptive Field for a SOTA CNN Vision Backbone (ICCV 2025)

UniConvNet introduces a three‑layer receptive‑field aggregator that combines small kernels to enlarge the effective receptive field while preserving its Gaussian distribution, achieving state‑of‑the‑art results on ImageNet‑1K, COCO2017 and ADE20K with only 30M parameters and 5.1G FLOPs.