prompts
stringlengths
81
413
metrics_response
stringlengths
0
371
What metrics were used to measure the TAda2D (ResNet-50, 8 frames) model in the TAda! Temporally-Adaptive Convolutions for Video Understanding paper on the Something-Something V2 dataset?
Top-1 Accuracy, Top-5 Accuracy, Parameters, GFLOPs
What metrics were used to measure the MoViNet-A2 model in the MoViNets: Mobile Video Networks for Efficient Video Recognition paper on the Something-Something V2 dataset?
Top-1 Accuracy, Top-5 Accuracy, Parameters, GFLOPs
What metrics were used to measure the VoV3D-M (16frames, from scratch, single) model in the Diverse Temporal Aggregation and Depthwise Spatiotemporal Factorization for Efficient Video Classification paper on the Something-Something V2 dataset?
Top-1 Accuracy, Top-5 Accuracy, Parameters, GFLOPs
What metrics were used to measure the MSNet-R50 (8 frames, ImageNet pretrained) model in the MotionSqueeze: Neural Motion Feature Learning for Video Understanding paper on the Something-Something V2 dataset?
Top-1 Accuracy, Top-5 Accuracy, Parameters, GFLOPs
What metrics were used to measure the MoViNet-A1 model in the MoViNets: Mobile Video Networks for Efficient Video Recognition paper on the Something-Something V2 dataset?
Top-1 Accuracy, Top-5 Accuracy, Parameters, GFLOPs
What metrics were used to measure the OmniVL model in the OmniVL:One Foundation Model for Image-Language and Video-Language Tasks paper on the Something-Something V2 dataset?
Top-1 Accuracy, Top-5 Accuracy, Parameters, GFLOPs
What metrics were used to measure the TimeSformer-HR model in the Is Space-Time Attention All You Need for Video Understanding? paper on the Something-Something V2 dataset?
Top-1 Accuracy, Top-5 Accuracy, Parameters, GFLOPs
What metrics were used to measure the TimeSformer-L model in the Is Space-Time Attention All You Need for Video Understanding? paper on the Something-Something V2 dataset?
Top-1 Accuracy, Top-5 Accuracy, Parameters, GFLOPs
What metrics were used to measure the TRG (ResNet-50) model in the Temporal Reasoning Graph for Activity Recognition paper on the Something-Something V2 dataset?
Top-1 Accuracy, Top-5 Accuracy, Parameters, GFLOPs
What metrics were used to measure the TPN (TSM-50) model in the Temporal Pyramid Network for Action Recognition paper on the Something-Something V2 dataset?
Top-1 Accuracy, Top-5 Accuracy, Parameters, GFLOPs
What metrics were used to measure the Multigrid model in the A Multigrid Method for Efficiently Training Video Models paper on the Something-Something V2 dataset?
Top-1 Accuracy, Top-5 Accuracy, Parameters, GFLOPs
What metrics were used to measure the SlowFast model in the SlowFast Networks for Video Recognition paper on the Something-Something V2 dataset?
Top-1 Accuracy, Top-5 Accuracy, Parameters, GFLOPs
What metrics were used to measure the TRG (Inception-V3) model in the Temporal Reasoning Graph for Activity Recognition paper on the Something-Something V2 dataset?
Top-1 Accuracy, Top-5 Accuracy, Parameters, GFLOPs
What metrics were used to measure the MoViNet-A0 model in the MoViNets: Mobile Video Networks for Efficient Video Recognition paper on the Something-Something V2 dataset?
Top-1 Accuracy, Top-5 Accuracy, Parameters, GFLOPs
What metrics were used to measure the CCS + two-stream + TRN model in the Cooperative Cross-Stream Network for Discriminative Action Representation paper on the Something-Something V2 dataset?
Top-1 Accuracy, Top-5 Accuracy, Parameters, GFLOPs
What metrics were used to measure the VidTr-L model in the VidTr: Video Transformer Without Convolutions paper on the Something-Something V2 dataset?
Top-1 Accuracy, Top-5 Accuracy, Parameters, GFLOPs
What metrics were used to measure the TimeSformer model in the Is Space-Time Attention All You Need for Video Understanding? paper on the Something-Something V2 dataset?
Top-1 Accuracy, Top-5 Accuracy, Parameters, GFLOPs
What metrics were used to measure the SVT (finetune) model in the Self-supervised Video Transformer paper on the Something-Something V2 dataset?
Top-1 Accuracy, Top-5 Accuracy, Parameters, GFLOPs
What metrics were used to measure the TAM (5-shot) model in the Few-Shot Video Classification via Temporal Alignment paper on the Something-Something V2 dataset?
Top-1 Accuracy, Top-5 Accuracy, Parameters, GFLOPs
What metrics were used to measure the model3D_1 with left-right augmentation and fps jitter model in the The "something something" video database for learning and evaluating visual common sense paper on the Something-Something V2 dataset?
Top-1 Accuracy, Top-5 Accuracy, Parameters, GFLOPs
What metrics were used to measure the Prob-Distill model in the Attention Distillation for Learning Video Representations paper on the Something-Something V2 dataset?
Top-1 Accuracy, Top-5 Accuracy, Parameters, GFLOPs
What metrics were used to measure the STM + TRNMultiscale model in the Comparative Analysis of CNN-based Spatiotemporal Reasoning in Videos paper on the Something-Something V2 dataset?
Top-1 Accuracy, Top-5 Accuracy, Parameters, GFLOPs
What metrics were used to measure the MViTv2-B (IN-21K + Kinetics400 pretrain) model in the MViTv2: Improved Multiscale Vision Transformers for Classification and Detection paper on the Something-Something V2 dataset?
Top-1 Accuracy, Top-5 Accuracy, Parameters, GFLOPs
What metrics were used to measure the RSANet-R50 (8+16 frames, ImageNet pretrained, 2 clips) model in the Relational Self-Attention: What's Missing in Attention for Video Understanding paper on the Something-Something V2 dataset?
Top-1 Accuracy, Top-5 Accuracy, Parameters, GFLOPs
What metrics were used to measure the MoViNet-A3 model in the MoViNets: Mobile Video Networks for Efficient Video Recognition paper on the Something-Something V2 dataset?
Top-1 Accuracy, Top-5 Accuracy, Parameters, GFLOPs
What metrics were used to measure the MViT-L (IN-21K + Kinetics400 pretrain) model in the MViTv2: Improved Multiscale Vision Transformers for Classification and Detection paper on the Something-Something V2 dataset?
Top-1 Accuracy, Top-5 Accuracy, Parameters, GFLOPs
What metrics were used to measure the DHCM model in the A Hierarchical Context Model for Event Recognition in Surveillance Video paper on the VIRAT Ground 2.0 dataset?
Average Accuracy
What metrics were used to measure the PMI Sampler model in the PMI Sampler: Patch Similarity Guided Frame Selection for Aerial Action Recognition paper on the UAV-Human dataset?
Top 1 Accuracy
What metrics were used to measure the MITFAS model in the MITFAS: Mutual Information based Temporal Feature Alignment and Sampling for Aerial Video Action Recognition paper on the UAV-Human dataset?
Top 1 Accuracy
What metrics were used to measure the AZTR model in the AZTR: Aerial Video Action Recognition with Auto Zoom and Temporal Reasoning paper on the UAV-Human dataset?
Top 1 Accuracy
What metrics were used to measure the FAR model in the FAR: Fourier Aerial Video Recognition paper on the UAV-Human dataset?
Top 1 Accuracy
What metrics were used to measure the AZTR (Ours) model in the AZTR: Aerial Video Action Recognition with Auto Zoom and Temporal Reasoning paper on the RoCoG-v2 dataset?
Top-1 Accuracy
What metrics were used to measure the MSQNet model in the Actor-agnostic Multi-label Action Recognition with Multi-modal Query paper on the HMDB51 dataset?
Accuracy
What metrics were used to measure the TSM+W3 model in the Knowing What, Where and When to Look: Efficient Video Action Modeling with Attention paper on the EgoGesture dataset?
Top-1 Accuracy, Top-5 Accuracy
What metrics were used to measure the DebiAN model in the Discover and Mitigate Unknown Biases with Debiasing Alternate Networks paper on the BAR dataset?
Accuracy
What metrics were used to measure the LfF model in the Learning from Failure: Training Debiased Classifier from Biased Classifier paper on the BAR dataset?
Accuracy
What metrics were used to measure the OccamResNet model in the OccamNets: Mitigating Dataset Bias by Favoring Simpler Hypotheses paper on the BAR dataset?
Accuracy
What metrics were used to measure the BiaSwap model in the BiaSwap: Removing dataset bias with bias-tailored swapping augmentation paper on the BAR dataset?
Accuracy
What metrics were used to measure the R2+1D-BERT model in the Late Temporal Modeling in 3D CNN Architectures with BERT for Action Recognition paper on the UCF 101 dataset?
3-fold Accuracy
What metrics were used to measure the FAR model in the FAR: Fourier Aerial Video Recognition paper on the UAV Human dataset?
Top 1 Accuracy
What metrics were used to measure the PLAR with bbox (Ours) model in the PLAR: Prompt Learning for Action Recognition paper on the Okutama-Action dataset?
Accuracy
What metrics were used to measure the PLAR without bbox (Ours) model in the PLAR: Prompt Learning for Action Recognition paper on the Okutama-Action dataset?
Accuracy
What metrics were used to measure the Avion (ViT-L) model in the Training a Large Video Model on a Single Machine in a Day paper on the EPIC-KITCHENS-100 dataset?
Action@1, Verb@1, Noun@1, GFLOPs
What metrics were used to measure the M&M (WTS 60M) model in the M&M Mix: A Multimodal Multiview Transformer Ensemble paper on the EPIC-KITCHENS-100 dataset?
Action@1, Verb@1, Noun@1, GFLOPs
What metrics were used to measure the TAdaFormer-L/14 model in the Temporally-Adaptive Models for Efficient Video Understanding paper on the EPIC-KITCHENS-100 dataset?
Action@1, Verb@1, Noun@1, GFLOPs
What metrics were used to measure the LaViLa (TimeSformer-L) model in the Learning Video Representations from Large Language Models paper on the EPIC-KITCHENS-100 dataset?
Action@1, Verb@1, Noun@1, GFLOPs
What metrics were used to measure the MTV-B (WTS 60M) model in the Multiview Transformers for Video Recognition paper on the EPIC-KITCHENS-100 dataset?
Action@1, Verb@1, Noun@1, GFLOPs
What metrics were used to measure the OMNIVORE (Swin-B, finetuned) model in the Omnivore: A Single Model for Many Visual Modalities paper on the EPIC-KITCHENS-100 dataset?
Action@1, Verb@1, Noun@1, GFLOPs
What metrics were used to measure the TAdaConvNeXtV2-S model in the Temporally-Adaptive Models for Efficient Video Understanding paper on the EPIC-KITCHENS-100 dataset?
Action@1, Verb@1, Noun@1, GFLOPs
What metrics were used to measure the MeMViT-24 model in the MeMViT: Memory-Augmented Multiscale Vision Transformer for Efficient Long-Term Video Recognition paper on the EPIC-KITCHENS-100 dataset?
Action@1, Verb@1, Noun@1, GFLOPs
What metrics were used to measure the MMT model in the Multiscale Multimodal Transformer for Multimodal Action Recognition paper on the EPIC-KITCHENS-100 dataset?
Action@1, Verb@1, Noun@1, GFLOPs
What metrics were used to measure the MoViNet-A6 model in the MoViNets: Mobile Video Networks for Efficient Video Recognition paper on the EPIC-KITCHENS-100 dataset?
Action@1, Verb@1, Noun@1, GFLOPs
What metrics were used to measure the AVT model in the AVT: Audio-Video Transformer for Multimodal Action Recognition paper on the EPIC-KITCHENS-100 dataset?
Action@1, Verb@1, Noun@1, GFLOPs
What metrics were used to measure the ORViT Mformer-L (ORViT blocks) model in the Object-Region Video Transformers paper on the EPIC-KITCHENS-100 dataset?
Action@1, Verb@1, Noun@1, GFLOPs
What metrics were used to measure the TempAgg model in the Technical Report: Temporal Aggregate Representations paper on the EPIC-KITCHENS-100 dataset?
Action@1, Verb@1, Noun@1, GFLOPs
What metrics were used to measure the MoViNet-A5 model in the MoViNets: Mobile Video Networks for Efficient Video Recognition paper on the EPIC-KITCHENS-100 dataset?
Action@1, Verb@1, Noun@1, GFLOPs
What metrics were used to measure the Mformer-HR model in the Keeping Your Eye on the Ball: Trajectory Attention in Video Transformers paper on the EPIC-KITCHENS-100 dataset?
Action@1, Verb@1, Noun@1, GFLOPs
What metrics were used to measure the GSF model in the Gate-Shift-Fuse for Video Action Recognition paper on the EPIC-KITCHENS-100 dataset?
Action@1, Verb@1, Noun@1, GFLOPs
What metrics were used to measure the MoViNet-A4 model in the MoViNets: Mobile Video Networks for Efficient Video Recognition paper on the EPIC-KITCHENS-100 dataset?
Action@1, Verb@1, Noun@1, GFLOPs
What metrics were used to measure the Mformer-L model in the Keeping Your Eye on the Ball: Trajectory Attention in Video Transformers paper on the EPIC-KITCHENS-100 dataset?
Action@1, Verb@1, Noun@1, GFLOPs
What metrics were used to measure the ViViT-L/16x2 Fact. encoder model in the ViViT: A Video Vision Transformer paper on the EPIC-KITCHENS-100 dataset?
Action@1, Verb@1, Noun@1, GFLOPs
What metrics were used to measure the MBT model in the Attention Bottlenecks for Multimodal Fusion paper on the EPIC-KITCHENS-100 dataset?
Action@1, Verb@1, Noun@1, GFLOPs
What metrics were used to measure the Mformer model in the Keeping Your Eye on the Ball: Trajectory Attention in Video Transformers paper on the EPIC-KITCHENS-100 dataset?
Action@1, Verb@1, Noun@1, GFLOPs
What metrics were used to measure the MoViNet-A2 model in the MoViNets: Mobile Video Networks for Efficient Video Recognition paper on the EPIC-KITCHENS-100 dataset?
Action@1, Verb@1, Noun@1, GFLOPs
What metrics were used to measure the TSM model in the Rescaling Egocentric Vision paper on the EPIC-KITCHENS-100 dataset?
Action@1, Verb@1, Noun@1, GFLOPs
What metrics were used to measure the SlowFast model in the Rescaling Egocentric Vision paper on the EPIC-KITCHENS-100 dataset?
Action@1, Verb@1, Noun@1, GFLOPs
What metrics were used to measure the MoViNet-A0 model in the MoViNets: Mobile Video Networks for Efficient Video Recognition paper on the EPIC-KITCHENS-100 dataset?
Action@1, Verb@1, Noun@1, GFLOPs
What metrics were used to measure the TBN model in the Rescaling Egocentric Vision paper on the EPIC-KITCHENS-100 dataset?
Action@1, Verb@1, Noun@1, GFLOPs
What metrics were used to measure the TRN model in the Rescaling Egocentric Vision paper on the EPIC-KITCHENS-100 dataset?
Action@1, Verb@1, Noun@1, GFLOPs
What metrics were used to measure the TSN model in the Rescaling Egocentric Vision paper on the EPIC-KITCHENS-100 dataset?
Action@1, Verb@1, Noun@1, GFLOPs
What metrics were used to measure the PoseC3D (Pose Only) model in the Revisiting Skeleton-based Action Recognition paper on the Volleyball dataset?
Accuracy
What metrics were used to measure the GTT (VGG19) model in the Social Scene Understanding: End-to-End Multi-Person Action Localization and Collective Activity Recognition paper on the Volleyball dataset?
Accuracy
What metrics were used to measure the SSU (GT) model in the Social Scene Understanding: End-to-End Multi-Person Action Localization and Collective Activity Recognition paper on the Volleyball dataset?
Accuracy
What metrics were used to measure the SSU (PRO) model in the paper on the Volleyball dataset?
Accuracy
What metrics were used to measure the ip-CSN-152 (RGB) model in the Video Classification with Channel-Separated Convolutional Networks paper on the Sports-1M dataset?
Video hit@1 , Video hit@5, Clip Hit@1
What metrics were used to measure the ip-CSN-101 (RGB) model in the Video Classification with Channel-Separated Convolutional Networks paper on the Sports-1M dataset?
Video hit@1 , Video hit@5, Clip Hit@1
What metrics were used to measure the R[2+1]D-Two-Stream-32frame model in the A Closer Look at Spatiotemporal Convolutions for Action Recognition paper on the Sports-1M dataset?
Video hit@1 , Video hit@5, Clip Hit@1
What metrics were used to measure the R[2+1]D-RGB-32frame model in the A Closer Look at Spatiotemporal Convolutions for Action Recognition paper on the Sports-1M dataset?
Video hit@1 , Video hit@5, Clip Hit@1
What metrics were used to measure the Conv pooling model in the Beyond Short Snippets: Deep Networks for Video Classification paper on the Sports-1M dataset?
Video hit@1 , Video hit@5, Clip Hit@1
What metrics were used to measure the R[2+1]D-Flow-32frame model in the A Closer Look at Spatiotemporal Convolutions for Action Recognition paper on the Sports-1M dataset?
Video hit@1 , Video hit@5, Clip Hit@1
What metrics were used to measure the P3D model in the Learning Spatio-Temporal Representation with Pseudo-3D Residual Networks paper on the Sports-1M dataset?
Video hit@1 , Video hit@5, Clip Hit@1
What metrics were used to measure the C3D model in the Learning Spatiotemporal Features with 3D Convolutional Networks paper on the Sports-1M dataset?
Video hit@1 , Video hit@5, Clip Hit@1
What metrics were used to measure the DeepVideo’s Slow Fusion model in the Large-Scale Video Classification with Convolutional Neural Networks paper on the Sports-1M dataset?
Video hit@1 , Video hit@5, Clip Hit@1
What metrics were used to measure the TSN model in the HAA500: Human-Centric Atomic Action Dataset with Curated Videos paper on the HAA500 dataset?
Top-1 (%)
What metrics were used to measure the TPN model in the HAA500: Human-Centric Atomic Action Dataset with Curated Videos paper on the HAA500 dataset?
Top-1 (%)
What metrics were used to measure the I3D model in the HAA500: Human-Centric Atomic Action Dataset with Curated Videos paper on the HAA500 dataset?
Top-1 (%)
What metrics were used to measure the SlowFast model in the HAA500: Human-Centric Atomic Action Dataset with Curated Videos paper on the HAA500 dataset?
Top-1 (%)
What metrics were used to measure the DirecFormer model in the DirecFormer: A Directed Attention in Transformer Approach to Robust Action Recognition paper on the Jester (Gesture Recognition) dataset?
Val
What metrics were used to measure the PAN ResNet101 (RGB only, no Flow) model in the PAN: Towards Fast Action Recognition via Learning Persistence of Appearance paper on the Jester (Gesture Recognition) dataset?
Val
What metrics were used to measure the X3D MobileNet-V3 LGD-GC model in the LIGAR: Lightweight General-purpose Action Recognition paper on the Jester (Gesture Recognition) dataset?
Val
What metrics were used to measure the DMC-Net (ResNet-18) model in the DMC-Net: Generating Discriminative Motion Cues for Fast Compressed Video Action Recognition paper on the UCF-101 dataset?
3-fold Accuracy, Accuracy
What metrics were used to measure the R3D-18 model in the Federated Self-supervised Learning for Video Understanding paper on the UCF-101 dataset?
3-fold Accuracy, Accuracy
What metrics were used to measure the RASAT+PICARD model in the RASAT: Integrating Relational Structures into Pretrained Seq2Seq Model for Text-to-SQL paper on the SParC dataset?
interaction match accuracy, question match accuracy
What metrics were used to measure the RAT-SQL-TC + GAP model in the Pay More Attention to History: A Context Modelling Strategy for Conversational Text-to-SQL paper on the SParC dataset?
interaction match accuracy, question match accuracy
What metrics were used to measure the HIE-SQL + GraPPa model in the HIE-SQL: History Information Enhanced Network for Context-Dependent Text-to-SQL Semantic Parsing paper on the SParC dataset?
interaction match accuracy, question match accuracy
What metrics were used to measure the RAT-SQL + SCoRe model in the SCoRe: Pre-Training for Context Representation in Conversational Semantic Parsing paper on the SParC dataset?
interaction match accuracy, question match accuracy
What metrics were used to measure the EditSQL + BERT model in the Editing-Based SQL Query Generation for Cross-Domain Context-Dependent Questions paper on the SParC dataset?
interaction match accuracy, question match accuracy
What metrics were used to measure the GAZP + BERT model in the Grounded Adaptation for Zero-shot Executable Semantic Parsing paper on the SParC dataset?
interaction match accuracy, question match accuracy
What metrics were used to measure the SyntaxSQL-con model in the SyntaxSQLNet: Syntax Tree Networks for Complex and Cross-DomainText-to-SQL Task paper on the SParC dataset?
interaction match accuracy, question match accuracy
What metrics were used to measure the T5-3B+PICARD model in the PICARD: Parsing Incrementally for Constrained Auto-Regressive Decoding from Language Models paper on the SPIDER dataset?
Exact Match Accuracy (in Dev), Execution Accuracy (in Dev)