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20242026
most citedThere is no SAMantics! Exploring SAM as a Backbone for Visual Understanding Tasks

3 citations · 6 across the 7 of their papers we have counts for

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cs.CV2026

COP-GEN: Latent Diffusion Transformer for Copernicus Earth Observation Data

Miguel Espinosa, Eva Gmelich Meijling, Valerio Marsocci +2

Earth observation applications increasingly rely on data from multiple sensors, including optical, radar, elevation, and land-cover. Relationships between modalities are fundamenta…

cs.CV2025

No time to train! Training-Free Reference-Based Instance Segmentation

Miguel Espinosa, Chenhongyi Yang, Linus Ericsson +2

The performance of image segmentation models has historically been constrained by the high cost of collecting large-scale annotated data. The Segment Anything Model (SAM) alleviate…

cs.CV20243 cited

There is no SAMantics! Exploring SAM as a Backbone for Visual Understanding Tasks

Miguel Espinosa, Chenhongyi Yang, Linus Ericsson +2

The Segment Anything Model (SAM) was originally designed for label-agnostic mask generation. Does this model also possess inherent semantic understanding, of value to broader visua…

cs.CV2024

EgoPoseFormer: A Simple Baseline for Stereo Egocentric 3D Human Pose Estimation

Chenhongyi Yang, Anastasia Tkach, Shreyas Hampali +3

We present EgoPoseFormer, a simple yet effective transformer-based model for stereo egocentric human pose estimation. The main challenge in egocentric pose estimation is overcoming…

cs.CV2024

PlainMamba: Improving Non-Hierarchical Mamba in Visual Recognition

Chenhongyi Yang, Zehui Chen, Miguel Espinosa +4

We present PlainMamba: a simple non-hierarchical state space model (SSM) designed for general visual recognition. The recent Mamba model has shown how SSMs can be highly competitiv…

cs.CV2024

WidthFormer: Toward Efficient Transformer-based BEV View Transformation

Chenhongyi Yang, Tianwei Lin, Lichao Huang +1

We present WidthFormer, a novel transformer-based module to compute Bird's-Eye-View (BEV) representations from multi-view cameras for real-time autonomous-driving applications. Wid…