Video Analytics & Benchmarking
Explore 25 curated Video Analytics & Benchmarking resources in Media Tools — tools, guides, and references for video developers on Awesome Video.
About this collection
Video Analytics & Benchmarking is a focused collection within Media Tools, with 25 curated resources.
Resources
- 2BiVQA: Double Bi-LSTM No-Reference Video Quality AssessmentNo-reference VQA model for UGC video using double Bi-LSTM, companion code to arXiv:2208.14774.
- 5G QoE Prediction: ML-based Quality-Shift Prediction for Video StreamingMachine-learning quality-shift prediction for video streaming over 5G networks, includes 1-sec granularity CLM/YouTube QoE dataset, compani…
- BsrVideoAnalyzerFFmpeg+SDL based video bitstream analyzer with macroblock/CTU type overlay, I/P/B frame navigation, and bitstream header offset inspection.
- CompressedVQA: Full/No-Reference VQA for Compressed UGC VideoICME 2021 grand challenge-winning full-reference and no-reference video quality models for compressed user-generated content.
- DVB InspectorDownload DVB Inspector for free. DVB transport stream analyzer written in java. DVB Inspector is a java program to analyze captured DVB-str…
- Elecard Stream AnalyzerProfessional Video Analysis Tool For Syntax Analysis Of Encoded Media Streams. Operates With MPEG-2 PS/TS, VES and MP4 Files. Automation, b…
- Encoder-Quantization-Motion (EQM) Video Quality MetricAcademic paper on an encoder-side video quality metric for low-latency use, addressing gaps in VMAF/P.1204.3 via contrast/motion masking an…
- Evaluating Video Quality Metrics for Neural and Traditional Codecs (4K/UHD-1)Academic comparison of VMAF, AVQBits, and FasterVQA no-reference quality metrics on 4K content.
- GHVQ: Benchmark and Metric for AI-Generated Human-Activity Video QualityAcademic paper introducing a benchmark dataset and objective quality metric for AI-generated human-activity video, with companion code.
- Gitl HEVC AnalyzerQt-based HEVC/H.265 bitstream analyzer with filter-based visualization of coding structures, motion vectors, and prediction modes.
- HEVCESBrowserCross-platform GUI and CLI tool for analyzing HEVC (H.265) elementary bitstream syntax elements (NAL units, parameter sets, slices).
- KSQI: Knowledge-driven Streaming Quality IndexKnowledge-driven QoE model for adaptive streaming video with implementations of multiple objective QoE models, companion to arXiv:1911.0794…
- KVQ: NTIRE 2024 Short-form UGC Video Quality Assessment ChallengeCVPR NTIRE 2024 challenge dataset and code for short-form UGC video quality assessment, 600 videos/3600 processed clips.
- MSU Super-Resolution for Video Compression BenchmarkLeaderboard evaluating AI upscaling models paired with codecs across 66 quality metrics and 1187 videos, measuring restoration quality of c…
- Promising Initial Results with AV1 Testing - Streaming Learning CenterI began testing AV1 early this week. Briefly, my tests involve 16 ten-second clips in four genres (movies, sports, animations, gaming) and…
- VQA² (Visual Question Answering for Video Quality Assessment)ACM MM 2025 paper and code for VQA²-Assistant, a unified video/image quality scoring and interpretation model.
- VQEG Software ToolsVideo Quality Experts Group's curated index of academic/industry video quality assessment software tools and research collaboration hub.
- aomanalyzer — AV1/VP9 bitstream analyzerXiph's Electron/web bitstream analyzer visualizing AV1 and VP9 block partitions, modes, motion vectors and residuals.
- codecbenchConfig-matrix codec benchmarking tool that sweeps every setting combination and writes bitstreams plus quality metrics per run.
- google/rtc-video-qualityReal-time codec quality comparison framework across VP8/VP9/H.264/AV1 with RD-curve output for WebRTC scenarios.
- mv-extractor — H.264 motion vector extractionExtracts and visualises motion vectors and frame types from H.264 video in real time, useful for analysis and compressed-domain processing.
- opentestbenchCodec testbench running consecutive encode/decode passes with PSNR measurement and bit-flip error robustness testing.
- video-decoding-benchmarkBenchmarking tool comparing NVIDIA Video Codec SDK, PyAV, and OpenCV video decode performance.
- vmaf-cudaGPU-accelerated VMAF using CUDA and NVDEC, up to 4.4x throughput and 37x lower latency at 4K versus CPU, now folded into VMAF 3.0/FFmpeg 6.…