3 papers
cs.CV2026
IMTBench: A Multi-Scenario Cross-Modal Collaborative Evaluation Benchmark for In-Image Machine Translation
Jiahao Lyu, Pei Fu, Zhenhang Li +7
End-to-end In-Image Machine Translation (IIMT) aims to convert text embedded within an image into a target language while preserving the original visual context, layout, and render…
cs.CR2026
Neighborhood Blending: A Lightweight Inference-Time Defense Against Membership Inference Attacks
Osama Zafar, Shaojie Zhan, Tianxi Ji +1
In recent years, the widespread adoption of Machine Learning as a Service (MLaaS), particularly in sensitive environments, has raised considerable privacy concerns. Of particular i…
cs.CV2024
Time-independent Spiking Neuron via Membrane Potential Estimation for Efficient Spiking Neural Networks
Hanqi Chen, Lixing Yu, Shaojie Zhan +2
The computational inefficiency of spiking neural networks (SNNs) is primarily due to the sequential updates of membrane potential, which becomes more pronounced during extended enc…