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ASPEN: Breaking Operator Barriers for Efficient Parallel Execution of Deep Neural Networks

Neural Information Processing Systems

ASPEN also achieves high resource utilization and memory reuse by letting each resource asynchronously traverse depthwise in the DNN graph to its full computing potential.





A Experiment on zero-shot classification

Neural Information Processing Systems

The top two rows show easy cases, while the bottom three rows present hard cases, including crowdedness, complex backgrounds, and tiny objects.


Species196: A One-Million Semi-supervised Dataset for Fine-grained Species Recognition Wei He, Kai Han

Neural Information Processing Systems

The development of foundation vision models has pushed the general visual recognition to a high level, but cannot well address the fine-grained recognition in specialized domain such as invasive species classification. Identifying and managing invasive species has strong social and ecological value.