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20172025
most citedMeasuring Robustness to Natural Distribution Shifts in Image Classification

170 citations · 265 across the 25 of their papers we have counts for

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Showing 2024Show all

9 papers · 1 filter

cs.CV2024

Espresso: High Compression For Rich Extraction From Videos for Your Vision-Language Model

Keunwoo Peter Yu, Achal Dave, Rares Ambrus +1

Recent advances in vision-language models (VLMs) have shown great promise in connecting images and text, but extending these models to long videos remains challenging due to the ra…

cs.CV2024

GRIN: Zero-Shot Metric Depth with Pixel-Level Diffusion

Vitor Guizilini, Pavel Tokmakov, Achal Dave +1

3D reconstruction from a single image is a long-standing problem in computer vision. Learning-based methods address its inherent scale ambiguity by leveraging increasingly large la…

cs.RO2024

Dreamitate: Real-World Visuomotor Policy Learning via Video Generation

Junbang Liang, Ruoshi Liu, Ege Ozguroglu +5

A key challenge in manipulation is learning a policy that can robustly generalize to diverse visual environments. A promising mechanism for learning robust policies is to leverage…

cs.LG2024★ 7 cited

DataComp-LM: In search of the next generation of training sets for language models

Jeffrey Li, Alex Fang, Georgios Smyrnis +56

We introduce DataComp for Language Models (DCLM), a testbed for controlled dataset experiments with the goal of improving language models. As part of DCLM, we provide a standardize…

cs.CL2024

Linearizing Large Language Models

Jean Mercat, Igor Vasiljevic, Sedrick Keh +4

Linear transformers have emerged as a subquadratic-time alternative to softmax attention and have garnered significant interest due to their fixed-size recurrent state that lowers…

cs.CV2024

Generative Camera Dolly: Extreme Monocular Dynamic Novel View Synthesis

Basile Van Hoorick, Rundi Wu, Ege Ozguroglu +6

Accurate reconstruction of complex dynamic scenes from just a single viewpoint continues to be a challenging task in computer vision. Current dynamic novel view synthesis methods t…