通常情况下,训练一个优秀的稠密检索模型离不开大规模的人工标注数据,然而,在很多应用场景和业务问题上,这种与领域相关的大规模标注数据非常难以获得,因此稠密检索模型的零样本域外泛化能力(zero-shot OOD generalizability)就变得非常重要。在实际应用中,不同领域之间通常存在较大差异,这种zero-shot能力直接影响着稠密检索...
通常情况下,训练一个优秀的稠密检索模型离不开大规模的人工标注数据,然而,在很多应用场景和业务问题上,这种与领域相关的大规模标注数据非常难以获得,因此稠密检索模型的零样本域外泛化能力(zero-shot OOD generalizability)就变得非常重要。在实际应用中,不同领域之间通常存在较大差异,这种zero-shot能力直接影响着稠密检索...
通常情况下,训练一个优秀的稠密检索模型离不开大规模的人工标注数据,然而,在很多应用场景和业务问题上,这种与领域相关的大规模标注数据非常难以获得,因此稠密检索模型的零样本域外泛化能力(zero-shot OOD generalizability)就变得非常重要。在实际应用中,不同领域之间通常存在较大差异,这种zero-shot能力直接影响着稠密检索...
那么，模型对于ood generalizability的需求也就显现出来了。联系与区别 随着语言模型的发展，zero-shot的概...
Furthermore, our ablation studies confirm the effectiveness and generalizability of our proposed method. Code will be available at GitHub (opens in new tab). Opens in a new tab GitHub Publication Events ACL 2023 Research Areas Artificial intelligence Computer vision Human language ...
In addition, they are limited by the lack of image-specific adaptation and the lack of generalizability to previously unseen object classes (a.k.a. zero-shot learning). To address these problems, we propose a novel deep learning-based interactive segmentation framework by incorporating CNNs into...
Zero-shot 6D object pose estimation involves the detection of novel objects with their 6D poses in cluttered scenes, presenting significant challenges for model generalizability. Fortunately, the recent Segment Anything Model (SAM) has showcased remarkable zero-shot transfer performance, which provides a...
smart home control and online video streaming. The average zero-shot Top-1/Top-5 grounding accuracies are 44.79%/83.59% for smart home tasks and 37.50%/73.44% for video streaming tasks. We also provide an extensive discussion that includes rationale for model selection, generalizability, and fu...
run_splitter.py: Implementation of the splitter proposed in the paper Generalizability and Robustness Evaluation of Attribute-Based Zero-Shot Learning The code for the three models has been adapted from the original repositories (CLSWGAN, TFVAEGAN, FREE). The code provided here is a simplified ver...
To demonstrate generalizability, we evaluate zero-shot performance on a number of real-world and synthetic datasets: SUN RGB-D [38], iBims [18], DIODE Indoor [40] and HyperSim [35] for the indoor domain; DDAD [12], DIML Outdoor [17], DIODE Outdoor [40] and Virtual KITTI 2 [7]...