Adapt Foundational Segmentation Models with Heterogeneous Searching Space ICCV 2025
A slide presentation for "Adapt Foundational Segmentation Models with Heterogeneous Searching Space", which is selected asΒ ...
CEO & Co-Founder, Together Ai
Search every verified Yi Li interview, podcast appearance, and on-the-record quote β each transcript cross-checked by AI and human review to confirm speaker identity. Yi Li, CEO and Co-Founder of Together AI, presented research at ICCV 2025 on adapting foundational segmentation models for domains with limited labeled data. Li proposed a domain adaptation strategy that augments input images rather than fine-tuning the model itself, using a heterogeneous searching space of 10 learning-based and 22 rule-based methods. The approach employs reinforcement learning with Proximal Policy Optimization to select optimal augmentation policies, and Li reported that the method outperformed fine-tuning in common and camouflage domains in 5-shot and 10-shot experiments, though improvements were limited in ultrasonic and industrial domains. Li has also presented work on topological materials and cancer detection. In a 2024 talk on topological materials, Li discussed monopole superconductivity in Weyl semimetals, describing how monopole harmonic gap functions shift partial-wave decomposition to higher channels and how the topology threads through all energy scales. In a 2018 presentation at MIDL, Li introduced the Neural Conditional Random Field (N-CRF) algorithm for cancer metastasis detection, which models spatial correlation between neighboring image patches to improve classification accuracy. Li reported that on the Camelyon16 dataset, the method achieved an average FROC improvement from approximately 0.72 to 0.81 compared to baseline methods.
“When two Fermi surfaces are related by inversion but time-reversal is broken, the two-particle Berry connection decomposes into single-particle Berry connections and the contributions from each surface add up, giving a nonzero Berry connection and a doubled monopole charge for the Cooper pair.”
“We propose a monopole superconductivity which is intrinsically nodal as dictated by topology and by the monopole charge of the Cooper pair; it has a particleβhole analogy in monopole charge density waves and belongs to a new type of many-body ordering that could be realized in Weyl semimetals.”
“In the presence of a Berry connection the angular momentum operator must be modified by minimal coupling with an extra radial term proportional to the monopole charge, and the eigenfunctions become monopole harmonics with singularities.”
“Because of broken time-reversal symmetry the d-vector is intrinsically complex and is characterized by the Chern number over the Fermi surface.”
A slide presentation for "Adapt Foundational Segmentation Models with Heterogeneous Searching Space", which is selected asΒ ...
September 20, 2019 Yi Li: Monopole Harmonic Ordering in Well Semi-metals More details:Β ...
Oral presentation given by Yi Li of the Baidu Silicon Valley AI Lab on 'Cancer Metastasis Detection With Neural ConditionalΒ ...
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