This compositional approach allows us to reframe fine-grained recognition as zero-shot activity recognition, where a detector is composed "on the fly" from simple first-principles state machines supported by deep-learned components. We evaluate our method on the Olympic Sports and UCF101 datasets, ...
2. Zero-shot classification framework We first introduce the general framework of the zero-shot classification framework and then show two different representations of labels and documents. Our classification scheme consists of two steps: the first is an initial on-the-fly zero-shot classification and...
Zero-shot VideoQAFill-in-the-blank and open-ended VideoQAFrozenBiLMTo evaluate the cross-modal trained FrozenBiLM on LSMDC-FiB, iVQA, MSRVTT-QA, MSVD-QA, ActivityNet-QA or TGIF-QA FrameQA, run:python -m torch.distributed.launch --nproc_per_node 8 --use_env videoqa.py --test --ev...
To mitigate this, we should be able to swap the original LM tokenizer with an arbitrary one, on the fly, without degrading performance. Hence, in this work we define a new problem: Zero-Shot Tokenizer Transfer (ZeTT). The challenge at the core of ZeTT is finding embeddings for the ...
rrggrr / Text2Video-Zero Public forked from Picsart-AI-Research/Text2Video-Zero Notifications You must be signed in to change notification settings Fork 0 Star 0 Text-to-Image Diffusion Models are Zero-Shot Video Generators License...
Here, we develop zero-shot deconvolution networks (ZS-DeconvNet) that instantly enhance the resolution of microscope images by more than 1.5-fold over the diffraction limit with 10-fold lower fluorescence than ordinary super-resolution imaging conditions, in an unsupervised manner without the need ...
Proposetest-time prompt tuning (TPT), a methodthat can learn adaptive prompts on the fly with a single test sample. 前置知识和相关工作 CLIP(必要)、CoOp、CoCoOp,如果没有读过可以去读一下,对理解这篇文章(下文称作TPT,Test-TimePromptTuning)挺有帮助的,[2110.04544] CLIP-Adapter: Better Vision-Lang...
Zero-shot learning,like all n-shot learning, refers not to any specific algorithm orneural networkarchitecture, but to the nature of the learning problem itself: in ZSL, the model is not trained on any labeled examples of the unseen classes it is asked to make predictions on post-training....
In this work, we propose coarse-grained evaluation in the zero-shot setting as a surrogate to fine-grained evaluation to circumvent both these drawbacks. The idea is to test the retrieval on sketches of unseen classes to discourage class-specific learning during training. The evaluation is ...
Why not just have an input where we can set the date and time? Every phone has this. Computers, most electronics. Also, i am showing zero flight time Whats with that? I have probably 100 hours on this thing. Twitter Facebook Favorite Like zero time screen shot.jpg (116.5 KB, Dow...