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cs.CV2026
ProgResViT: Progressive Resolution and Width for Adaptive Vision Transformers
Ali Hojjat, Janek Haberer, Olaf Landsiedel
Vision Transformers (ViTs) typically process every image using a fixed input resolution and model width, even though many images can be classified with substantially less computati…
cs.CV2026
Slimmable ConvNeXt: Width-Adaptive Inference for Efficient Multi-Device Deployment
Janek Haberer, Jon Eike Wilhelm, Olaf Landsiedel
Deploying vision models across devices with varying resource constraints, or even on a single device where available compute fluctuates due to battery state, thermal throttling, or…